BDC-team-1/Sport/Modelization/segment_analysis_sport_0_6.ipynb

1679 lines
1.2 MiB
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"cells": [
{
"cell_type": "markdown",
"id": "c488134e-680f-44e4-8c43-40c246140519",
"metadata": {},
"source": [
"# Analysis of segments and marketing personae associated"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9a8b8c3a-8e74-49f3-91d1-cccfc057fdcd",
"metadata": {},
"outputs": [],
"source": [
"# importations\n",
"import pandas as pd\n",
"import numpy as np\n",
"import os\n",
"import io\n",
"import s3fs\n",
"import re\n",
"import pickle\n",
"import warnings\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "d553c868-695f-4d57-96d6-d5c6629cefb2",
"metadata": {},
"outputs": [],
"source": [
"def load_model(type_of_activity, model):\n",
" BUCKET = f\"projet-bdc2324-team1/Output_model/{type_of_activity}/{model}/\"\n",
" filename = model + '.pkl'\n",
" file_path = BUCKET + filename\n",
" with fs.open(file_path, mode=\"rb\") as f:\n",
" model_bytes = f.read()\n",
"\n",
" model = pickle.loads(model_bytes)\n",
" return model\n",
"\n",
"\n",
"def load_test_file(type_of_activity):\n",
" file_path_test = f\"projet-bdc2324-team1/Generalization/{type_of_activity}/Test_set.csv\"\n",
" with fs.open(file_path_test, mode=\"rb\") as file_in:\n",
" dataset_test = pd.read_csv(file_in, sep=\",\")\n",
" return dataset_test"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3af80fea-a937-4ea8-bece-cfeaa89d1055",
"metadata": {},
"outputs": [],
"source": [
"# exec(open('utils_segmentation.py').read())\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"# Create filesystem object\n",
"S3_ENDPOINT_URL = \"https://\" + os.environ[\"AWS_S3_ENDPOINT\"]\n",
"fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': S3_ENDPOINT_URL})\n",
"\n",
"# choose the type of companies for which you want to run the pipeline\n",
"type_of_activity = \"sport\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "cc6af7fa-33b2-4d58-ada4-e2ee7262bab9",
"metadata": {},
"outputs": [],
"source": [
"# load test set\n",
"dataset_test = load_test_file(type_of_activity)\n",
"\n",
"# Load Model \n",
"model = load_model(type_of_activity, 'LogisticRegression_Benchmark')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e4287c1a-eab6-4897-91d6-d21804518dc4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>nb_tickets</th>\n",
" <th>nb_purchases</th>\n",
" <th>total_amount</th>\n",
" <th>nb_suppliers</th>\n",
" <th>vente_internet_max</th>\n",
" <th>purchase_date_min</th>\n",
" <th>purchase_date_max</th>\n",
" <th>time_between_purchase</th>\n",
" <th>nb_tickets_internet</th>\n",
" <th>is_email_true</th>\n",
" <th>...</th>\n",
" <th>gender_female</th>\n",
" <th>gender_male</th>\n",
" <th>gender_other</th>\n",
" <th>nb_campaigns</th>\n",
" <th>nb_campaigns_opened</th>\n",
" <th>country_fr</th>\n",
" <th>has_purchased</th>\n",
" <th>has_purchased_estim</th>\n",
" <th>score</th>\n",
" <th>segment</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>100.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>5.177187</td>\n",
" <td>5.177187</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.665854</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>55.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>426.265613</td>\n",
" <td>426.265613</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.257465</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>17.0</td>\n",
" <td>1.0</td>\n",
" <td>80.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>436.033437</td>\n",
" <td>436.033437</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.232284</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>120.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>5.196412</td>\n",
" <td>5.196412</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.665888</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>34.0</td>\n",
" <td>2.0</td>\n",
" <td>416.00</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>478.693148</td>\n",
" <td>115.631470</td>\n",
" <td>363.061678</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.916749</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96091</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>67.31</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>278.442257</td>\n",
" <td>278.442257</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>15.0</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.629333</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96092</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>61.41</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>189.207373</td>\n",
" <td>189.207373</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>12.0</td>\n",
" <td>9.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.687097</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96093</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>550.000000</td>\n",
" <td>550.000000</td>\n",
" <td>-1.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>29.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.112332</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96094</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>79.43</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>279.312905</td>\n",
" <td>279.312905</td>\n",
" <td>0.000000</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>20.0</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.630403</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96095</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>550.000000</td>\n",
" <td>550.000000</td>\n",
" <td>-1.000000</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>31.0</td>\n",
" <td>4.0</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.322976</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>96096 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" nb_tickets nb_purchases total_amount nb_suppliers \\\n",
"0 4.0 1.0 100.00 1.0 \n",
"1 1.0 1.0 55.00 1.0 \n",
"2 17.0 1.0 80.00 1.0 \n",
"3 4.0 1.0 120.00 1.0 \n",
"4 34.0 2.0 416.00 1.0 \n",
"... ... ... ... ... \n",
"96091 1.0 1.0 67.31 1.0 \n",
"96092 1.0 1.0 61.41 1.0 \n",
"96093 0.0 0.0 0.00 0.0 \n",
"96094 1.0 1.0 79.43 1.0 \n",
"96095 0.0 0.0 0.00 0.0 \n",
"\n",
" vente_internet_max purchase_date_min purchase_date_max \\\n",
"0 0.0 5.177187 5.177187 \n",
"1 0.0 426.265613 426.265613 \n",
"2 0.0 436.033437 436.033437 \n",
"3 0.0 5.196412 5.196412 \n",
"4 0.0 478.693148 115.631470 \n",
"... ... ... ... \n",
"96091 1.0 278.442257 278.442257 \n",
"96092 1.0 189.207373 189.207373 \n",
"96093 0.0 550.000000 550.000000 \n",
"96094 1.0 279.312905 279.312905 \n",
"96095 0.0 550.000000 550.000000 \n",
"\n",
" time_between_purchase nb_tickets_internet is_email_true ... \\\n",
"0 0.000000 0.0 True ... \n",
"1 0.000000 0.0 True ... \n",
"2 0.000000 0.0 True ... \n",
"3 0.000000 0.0 True ... \n",
"4 363.061678 0.0 True ... \n",
"... ... ... ... ... \n",
"96091 0.000000 1.0 True ... \n",
"96092 0.000000 1.0 True ... \n",
"96093 -1.000000 0.0 True ... \n",
"96094 0.000000 1.0 True ... \n",
"96095 -1.000000 0.0 True ... \n",
"\n",
" gender_female gender_male gender_other nb_campaigns \\\n",
"0 1 0 0 0.0 \n",
"1 0 1 0 0.0 \n",
"2 1 0 0 0.0 \n",
"3 1 0 0 0.0 \n",
"4 1 0 0 0.0 \n",
"... ... ... ... ... \n",
"96091 0 1 0 15.0 \n",
"96092 0 1 0 12.0 \n",
"96093 1 0 0 29.0 \n",
"96094 0 1 0 20.0 \n",
"96095 0 1 0 31.0 \n",
"\n",
" nb_campaigns_opened country_fr has_purchased has_purchased_estim \\\n",
"0 0.0 1.0 0.0 1.0 \n",
"1 0.0 1.0 1.0 0.0 \n",
"2 0.0 1.0 0.0 0.0 \n",
"3 0.0 1.0 0.0 1.0 \n",
"4 0.0 1.0 1.0 1.0 \n",
"... ... ... ... ... \n",
"96091 5.0 0.0 1.0 1.0 \n",
"96092 9.0 0.0 0.0 1.0 \n",
"96093 3.0 0.0 0.0 0.0 \n",
"96094 4.0 1.0 0.0 1.0 \n",
"96095 4.0 NaN 0.0 0.0 \n",
"\n",
" score segment \n",
"0 0.665854 3 \n",
"1 0.257465 2 \n",
"2 0.232284 1 \n",
"3 0.665888 3 \n",
"4 0.916749 4 \n",
"... ... ... \n",
"96091 0.629333 3 \n",
"96092 0.687097 3 \n",
"96093 0.112332 1 \n",
"96094 0.630403 3 \n",
"96095 0.322976 2 \n",
"\n",
"[96096 rows x 21 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Processing\n",
"X_test = dataset_test[['nb_tickets', 'nb_purchases', 'total_amount', 'nb_suppliers', 'vente_internet_max', 'purchase_date_min', 'purchase_date_max', \n",
" 'time_between_purchase', 'nb_tickets_internet', 'is_email_true', 'opt_in', #'is_partner',\n",
" 'gender_female', 'gender_male', 'gender_other', 'nb_campaigns', 'nb_campaigns_opened']]\n",
"\n",
"y_test = dataset_test[['y_has_purchased']]\n",
"\n",
"X_test_segment = X_test\n",
"\n",
"X_test_segment.insert(X_test.shape[1], \"country_fr\", dataset_test[\"country_fr\"])\n",
"\n",
"# add y_has_purchased to X_test\n",
"X_test_segment[\"has_purchased\"] = y_test\n",
"\n",
"# Add prediction and probability to dataset_test\n",
"y_pred = model.predict(X_test)\n",
"X_test_segment[\"has_purchased_estim\"] = y_pred\n",
"\n",
"y_pred_prob = model.predict_proba(X_test)[:, 1]\n",
"X_test_segment['score'] = y_pred_prob\n",
"\n",
"X_test_segment[\"segment\"] = np.where(X_test_segment['score']<0.25, '1',\n",
" np.where(X_test_segment['score']<0.5, '2',\n",
" np.where(X_test_segment['score']<0.75, '3', '4')))\n",
"\n",
"X_test_segment"
]
},
{
"cell_type": "markdown",
"id": "9058c3b2-8fa2-4322-a57b-395da4033eaf",
"metadata": {},
"source": [
"## 1. Business KPIs"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "3067d919-50c9-49e9-b0a6-b676a5dbae56",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>nb_tickets</th>\n",
" <th>nb_purchases</th>\n",
" <th>total_amount</th>\n",
" <th>vente_internet_max</th>\n",
" <th>nb_tickets_internet</th>\n",
" </tr>\n",
" <tr>\n",
" <th>segment</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2748.0</td>\n",
" <td>1039.0</td>\n",
" <td>6.856702e+04</td>\n",
" <td>449.0</td>\n",
" <td>1071.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>40316.0</td>\n",
" <td>16931.0</td>\n",
" <td>1.085152e+06</td>\n",
" <td>8736.0</td>\n",
" <td>22196.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>62641.0</td>\n",
" <td>29061.0</td>\n",
" <td>2.323148e+06</td>\n",
" <td>13283.0</td>\n",
" <td>32902.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>393466.0</td>\n",
" <td>102685.0</td>\n",
" <td>1.646072e+07</td>\n",
" <td>6990.0</td>\n",
" <td>114070.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" nb_tickets nb_purchases total_amount vente_internet_max \\\n",
"segment \n",
"1 2748.0 1039.0 6.856702e+04 449.0 \n",
"2 40316.0 16931.0 1.085152e+06 8736.0 \n",
"3 62641.0 29061.0 2.323148e+06 13283.0 \n",
"4 393466.0 102685.0 1.646072e+07 6990.0 \n",
"\n",
" nb_tickets_internet \n",
"segment \n",
"1 1071.0 \n",
"2 22196.0 \n",
"3 32902.0 \n",
"4 114070.0 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# business figures\n",
"X_test_segment.groupby(\"segment\")[[\"nb_tickets\", \"nb_purchases\", \"total_amount\", \"vente_internet_max\", \n",
" \"nb_tickets_internet\"]].sum()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "03b53fc6-2ec0-4467-aeda-e56507bed1d6",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>segment</th>\n",
" <th>size</th>\n",
" <th>nb_tickets</th>\n",
" <th>nb_purchases</th>\n",
" <th>total_amount</th>\n",
" <th>nb_campaigns</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>38.719614</td>\n",
" <td>0.550513</td>\n",
" <td>0.693981</td>\n",
" <td>0.343908</td>\n",
" <td>39.320831</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>30.736971</td>\n",
" <td>8.076591</td>\n",
" <td>11.308745</td>\n",
" <td>5.442746</td>\n",
" <td>26.855461</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>20.910340</td>\n",
" <td>12.549006</td>\n",
" <td>19.410751</td>\n",
" <td>11.652101</td>\n",
" <td>17.844514</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>9.633075</td>\n",
" <td>78.823890</td>\n",
" <td>68.586524</td>\n",
" <td>82.561245</td>\n",
" <td>15.979194</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" segment size nb_tickets nb_purchases total_amount nb_campaigns\n",
"0 1 38.719614 0.550513 0.693981 0.343908 39.320831\n",
"1 2 30.736971 8.076591 11.308745 5.442746 26.855461\n",
"2 3 20.910340 12.549006 19.410751 11.652101 17.844514\n",
"3 4 9.633075 78.823890 68.586524 82.561245 15.979194"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test_business_fig = X_test_segment.groupby(\"segment\")[[\"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]].sum().reset_index()\n",
"X_test_business_fig.insert(1, \"size\", X_test_segment.groupby(\"segment\").size().values)\n",
"X_test_business_fig[[\"size\", \"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]] = 100 * X_test_business_fig[[\"size\", \"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]] / X_test_business_fig[[\"size\", \"nb_tickets\", \"nb_purchases\", \"total_amount\", \"nb_campaigns\"]].sum()\n",
"X_test_business_fig"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "d2f618b6-c984-4790-bd8f-29c7d01c6707",
"metadata": {},
"outputs": [],
"source": [
"def hist_segment_business_KPIs(df, segment, size, nb_tickets, nb_purchases, total_amount, nb_campaigns) :\n",
" \n",
" plt.figure()\n",
"\n",
" df_plot = df[[segment, size, nb_tickets, nb_purchases, total_amount, nb_campaigns]]\n",
" \n",
" x = [\"number of\\ncustomers\", \"number of\\ntickets\", \"number of\\npurchases\", \"total\\namount\", \n",
" \"number of\\ncampaigns\"]\n",
"\n",
" # liste_var = [size, nb_tickets, nb_purchases, total_amount]\n",
" \n",
" bottom = np.zeros(5)\n",
" \n",
" # Définir une palette de couleurs\n",
" colors = plt.cm.Blues(np.linspace(0.1, 0.9, 4))\n",
" \n",
" for i in range(4) :\n",
" # print(str(df_plot[segment][i]))\n",
" # segment = df_plot[segment][i]\n",
" height = list(df_plot.loc[i,size:].values)\n",
" \n",
" plt.bar(x=x, height=height, label = str(df_plot[segment][i]), bottom=bottom, color=colors[i]#, width=0.1\n",
" )\n",
" \n",
" bottom+=height\n",
"\n",
" # Ajuster les marges\n",
" plt.subplots_adjust(left = 0.125, right = 0.8,\n",
" bottom = 0.1, top = 0.9\n",
" )\n",
"\n",
" \n",
" plt.legend(title = \"segment\", loc = \"upper right\", bbox_to_anchor=(1.2, 1))\n",
" plt.ylabel(\"Fraction represented by the segment (%)\")\n",
" plt.title(\"Relative weight of each segment regarding business KPIs\")\n",
" # plt.show()\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "162cc8a2-66e0-496c-a9cf-b2db513a6f14",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", \"nb_tickets\", \n",
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "f358fba3-f778-4414-bf55-c830be647ddd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'projet-bdc2324-team1/Output_marketing_personae_analysis/sport/segments_business_KPIs_sport.csv'"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"activity = \"sport\"\n",
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"segments_business_KPIs_\" + activity\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
"\n",
"FILE_PATH_OUT_S3"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "1790cb81-3304-41f1-a371-d8c926d32906",
"metadata": {},
"outputs": [],
"source": [
"# save to Minio\n",
"\n",
"activity = \"sport\"\n",
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"segments_business_KPIs_\" + activity\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".png\"\n",
"\n",
"hist_segment_business_KPIs(X_test_business_fig, \"segment\", \"size\", \"nb_tickets\", \n",
" \"nb_purchases\", \"total_amount\", \"nb_campaigns\")\n",
"\n",
"image_buffer = io.BytesIO()\n",
"plt.savefig(image_buffer, format='png')\n",
"image_buffer.seek(0)\n",
"\n",
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
" s3_file.write(image_buffer.read())\n",
"plt.close()"
]
},
{
"cell_type": "markdown",
"id": "53d24165-6b98-4b66-9ad8-7514564689d8",
"metadata": {},
"source": [
"## 2. Spider plot summarizing sociodemographic characteristics and purchasing behaviour"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "267ebaee-eaef-4720-8ca9-e40c0cf125df",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>segment</th>\n",
" <th>gender_female</th>\n",
" <th>gender_male</th>\n",
" <th>share_known_gender</th>\n",
" <th>share_of_women</th>\n",
" <th>gender_other</th>\n",
" <th>country_fr</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.291201</td>\n",
" <td>0.227424</td>\n",
" <td>0.518625</td>\n",
" <td>0.561486</td>\n",
" <td>0.481375</td>\n",
" <td>0.330700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0.169144</td>\n",
" <td>0.685581</td>\n",
" <td>0.854725</td>\n",
" <td>0.197893</td>\n",
" <td>0.145275</td>\n",
" <td>0.803031</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>0.287200</td>\n",
" <td>0.615159</td>\n",
" <td>0.902359</td>\n",
" <td>0.318277</td>\n",
" <td>0.097641</td>\n",
" <td>0.700363</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>0.184077</td>\n",
" <td>0.678406</td>\n",
" <td>0.862482</td>\n",
" <td>0.213427</td>\n",
" <td>0.137518</td>\n",
" <td>0.681425</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" segment gender_female gender_male share_known_gender share_of_women \\\n",
"0 1 0.291201 0.227424 0.518625 0.561486 \n",
"1 2 0.169144 0.685581 0.854725 0.197893 \n",
"2 3 0.287200 0.615159 0.902359 0.318277 \n",
"3 4 0.184077 0.678406 0.862482 0.213427 \n",
"\n",
" gender_other country_fr \n",
"0 0.481375 0.330700 \n",
"1 0.145275 0.803031 \n",
"2 0.097641 0.700363 \n",
"3 0.137518 0.681425 "
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# description of marketing personae\n",
"\n",
"X_test_segment_mp = X_test_segment.groupby(\"segment\")[['gender_female', 'gender_male', 'gender_other', 'country_fr']].mean().reset_index()\n",
"X_test_segment_mp.insert(3, \"share_known_gender\", X_test_segment_mp[\"gender_female\"]+X_test_segment_mp[\"gender_male\"])\n",
"X_test_segment_mp.insert(4, \"share_of_women\", X_test_segment_mp[\"gender_female\"]/(X_test_segment_mp[\"share_known_gender\"]))\n",
"X_test_segment_mp"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "910876fe-e6df-4f8d-9978-5d6fdd893ac0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>segment</th>\n",
" <th>share_tickets_internet</th>\n",
" <th>share_campaigns_opened</th>\n",
" <th>opt_in</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.461420</td>\n",
" <td>0.136830</td>\n",
" <td>0.737906</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0.626108</td>\n",
" <td>0.191367</td>\n",
" <td>0.274740</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>0.657410</td>\n",
" <td>0.293768</td>\n",
" <td>0.055838</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>0.608890</td>\n",
" <td>0.366901</td>\n",
" <td>0.132872</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" segment share_tickets_internet share_campaigns_opened opt_in\n",
"0 1 0.461420 0.136830 0.737906\n",
"1 2 0.626108 0.191367 0.274740\n",
"2 3 0.657410 0.293768 0.055838\n",
"3 4 0.608890 0.366901 0.132872"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# purchasing behaviour\n",
"\n",
"X_test_segment[\"share_tickets_internet\"] = X_test_segment[\"nb_tickets_internet\"]/X_test_segment[\"nb_tickets\"]\n",
"X_test_segment[\"share_campaigns_opened\"] = X_test_segment[\"nb_campaigns_opened\"]/X_test_segment[\"nb_campaigns\"]\n",
"X_test_segment_pb = X_test_segment.groupby(\"segment\")[[\"share_tickets_internet\", \"share_campaigns_opened\", \"opt_in\"]].mean().reset_index()\n",
"X_test_segment_pb"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "ba2884e3-004a-4554-ab82-6d477dcc4869",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>segment</th>\n",
" <th>share_tickets_internet</th>\n",
" <th>share_campaigns_opened</th>\n",
" <th>opt_in</th>\n",
" <th>share_known_gender</th>\n",
" <th>share_of_women</th>\n",
" <th>country_fr</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>0.461420</td>\n",
" <td>0.136830</td>\n",
" <td>0.737906</td>\n",
" <td>0.518625</td>\n",
" <td>0.561486</td>\n",
" <td>0.330700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0.626108</td>\n",
" <td>0.191367</td>\n",
" <td>0.274740</td>\n",
" <td>0.854725</td>\n",
" <td>0.197893</td>\n",
" <td>0.803031</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>0.657410</td>\n",
" <td>0.293768</td>\n",
" <td>0.055838</td>\n",
" <td>0.902359</td>\n",
" <td>0.318277</td>\n",
" <td>0.700363</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>0.608890</td>\n",
" <td>0.366901</td>\n",
" <td>0.132872</td>\n",
" <td>0.862482</td>\n",
" <td>0.213427</td>\n",
" <td>0.681425</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" segment share_tickets_internet share_campaigns_opened opt_in \\\n",
"0 1 0.461420 0.136830 0.737906 \n",
"1 2 0.626108 0.191367 0.274740 \n",
"2 3 0.657410 0.293768 0.055838 \n",
"3 4 0.608890 0.366901 0.132872 \n",
"\n",
" share_known_gender share_of_women country_fr \n",
"0 0.518625 0.561486 0.330700 \n",
"1 0.854725 0.197893 0.803031 \n",
"2 0.902359 0.318277 0.700363 \n",
"3 0.862482 0.213427 0.681425 "
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test_segment_caract = pd.concat([X_test_segment_pb, X_test_segment_mp[['share_known_gender', 'share_of_women', 'country_fr']]], axis=1)\n",
"X_test_segment_caract"
]
},
{
"cell_type": "code",
"execution_count": 666,
"id": "23a37e9b-bb29-4122-85cb-cc15cc344ee2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"share_tickets_internet 0.657410\n",
"share_campaigns_opened 0.366901\n",
"opt_in 0.737906\n",
"share_known_gender 0.902359\n",
"share_of_women 0.561486\n",
"country_fr 0.803031\n",
"dtype: float64"
]
},
"execution_count": 666,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_test_segment_caract.loc[:,\"share_tickets_internet\":].max()"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "0809e2ae-3487-4b24-8f60-741c683cb9af",
"metadata": {},
"outputs": [],
"source": [
"# def d'une fonction associée - KEEP THIS !!!\n",
"\n",
"def radar_mp_plot(df, categories, index) :\n",
" categories = categories\n",
"\n",
" # true values are used to print the true value in parenthesis\n",
" tvalues = list(df.loc[index,categories]) \n",
"\n",
" max_values = df[categories].max()\n",
"\n",
" # values are true values / max among the 4 segments, allows to \n",
" # put values in relation with the values for other segments\n",
" # if the point has a maximal abscisse it means that value is maximal for the segment considered\n",
" # , event if not equal to 1\n",
" \n",
" values = list(df.loc[index,categories]/max_values)\n",
" \n",
" # values normalized are used to adjust the value around the circle\n",
" # for instance if the maximum of values is equal to 0.8, we want the point to be \n",
" # at 8/10th of the circle radius, not at the edge \n",
" values_normalized = [ max(values) * elt for elt in values]\n",
"\n",
" # Nb of categories\n",
" num_categories = len(categories)\n",
" \n",
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
" \n",
" # Initialize graphic\n",
" fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
" \n",
" # we have to draw first a transparent line (alpha=0) of values to adjust the radius of the circle\n",
" # which is based on max(value)\n",
" ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
" ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='black', alpha = 0.5, linewidth=1.2)\n",
" \n",
" # fill the sector\n",
" ax.fill(angles, values_normalized, color='orange', alpha=0.4)\n",
" \n",
" # labels\n",
" ax.set_yticklabels([])\n",
" ax.set_xticks(angles)\n",
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
" ax.set_xticklabels(ticks, color=\"black\")\n",
" \n",
" ax.spines['polar'].set_visible(False)\n",
" \n",
" plt.title(f'Characteristics of the segment {index+1}\\n')\n",
" \n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "56cb026b-857f-42eb-baed-0ebdf5aee447",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"categories = list(X_test_segment_caract.drop(\"segment\", axis=1).columns)\n",
"#for i in range(4) :\n",
"# radar_mp_plot(df=X_test_segment_caract, categories=categories, index=i)\n",
"radar_mp_plot(df=X_test_segment_caract, categories=categories, index=3)"
]
},
{
"cell_type": "code",
"execution_count": 739,
"id": "5b3c4bac-396e-4117-a7d9-f39a3d8f95b4",
"metadata": {},
"outputs": [
{
"ename": "SyntaxError",
"evalue": "invalid syntax (4005960846.py, line 6)",
"output_type": "error",
"traceback": [
"\u001b[0;36m Cell \u001b[0;32mIn[739], line 6\u001b[0;36m\u001b[0m\n\u001b[0;31m file_name = \"spider_chart_\" + activity + \"_sgt_\" str(index)\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
]
}
],
"source": [
"# export to MinIo\n",
"\n",
"activity = \"sport\"\n",
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"spider_chart_\" + activity + \"_sgt_\" + str(index)\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
"\n",
"\n",
"radar_mp_plot(df=X_test_segment_caract, categories=categories, index=3)\n",
"\n",
"image_buffer = io.BytesIO()\n",
"plt.savefig(image_buffer, format='png')\n",
"image_buffer.seek(0)\n",
"\n",
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
" s3_file.write(image_buffer.read())\n",
"plt.close()"
]
},
{
"cell_type": "code",
"execution_count": 740,
"id": "276de9a5-d506-4c11-a7c2-a23ebbc59fe5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'projet-bdc2324-team1/Output_marketing_personae_analysis/sport/spider_chart_sport_sgt_3.csv'"
]
},
"execution_count": 740,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"activity = \"sport\"\n",
"PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"spider_chart_\" + activity + \"_sgt_\" + str(index)\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".csv\"\n",
"FILE_PATH_OUT_S3"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "80e47dbc-3efd-4857-8055-876b308cbcb5",
"metadata": {},
"outputs": [],
"source": [
"def radar_mp_plot_all(df, categories) :\n",
" \n",
" nb_segments = df.shape[0]\n",
" categories = categories\n",
"\n",
" # Initialize graphic\n",
" fig, ax = plt.subplots(2,2, figsize=(25, 20), subplot_kw=dict(polar=True))\n",
" \n",
" for index in range(nb_segments) :\n",
" row = index // 2 # Division entière pour obtenir le numéro de ligne\n",
" col = index % 2 \n",
" \n",
" df = X_test_segment_caract\n",
" \n",
" # true values are used to print the true value in parenthesis\n",
" tvalues = list(df.loc[index,categories]) \n",
" \n",
" max_values = df[categories].max()\n",
" \n",
" # values are true values / max among the 4 segments, allows to \n",
" # put values in relation with the values for other segments\n",
" # if the point has a maximal abscisse it means that value is maximal for the segment considered\n",
" # , event if not equal to 1\n",
" \n",
" values = list(df.loc[index,categories]/max_values)\n",
" \n",
" # values normalized are used to adjust the value around the circle\n",
" # for instance if the maximum of values is equal to 0.8, we want the point to be \n",
" # at 8/10th of the circle radius, not at the edge \n",
" values_normalized = [ max(values) * elt for elt in values]\n",
" \n",
" # Nb of categories\n",
" num_categories = len(categories)\n",
"\n",
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
" \n",
" # we have to draw first a transparent line (alpha=0) of values to adjust the radius of the circle\n",
" # which is based on max(value)\n",
" ax[row, col].plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
" ax[row, col].plot(angles + angles[:1], values_normalized + values_normalized[:1], color='black', alpha = 0.5, linewidth=1.2)\n",
" \n",
" # fill the sector\n",
" ax[row, col].fill(angles, values_normalized, color='orange', alpha=0.4, label = index)\n",
" \n",
" # labels\n",
" ax[row, col].set_yticklabels([])\n",
" ax[row, col].set_xticks(angles)\n",
" ticks = [categories[i].replace(\"_\",\" \") + f\"\\n({round(100 * tvalues[i],2)}%)\" for i in range(len(categories))]\n",
" ax[row, col].set_xticklabels(ticks, color=\"black\", size = 20)\n",
" \n",
" ax[row, col].spines['polar'].set_visible(False)\n",
" \n",
" # plt.title(f'Characteristics of the segment {index+1}\\n')\n",
" ax[row, col].set_title(f'Characteristics of the segment {index+1}\\n', size = 24)\n",
"\n",
" # plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "edf76688-1b7e-469e-873f-4884d551be66",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 2500x2000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"radar_mp_plot_all(df=X_test_segment_caract, categories=X_test_segment_caract.columns[1:].values)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "c48136d1-c980-4f74-a69f-ed4304c83188",
"metadata": {},
"outputs": [],
"source": [
"# export to MinIo\n",
"\n",
"# activity = \"sport\"\n",
"# PATH = f\"projet-bdc2324-team1/Output_marketing_personae_analysis/{activity}/\"\n",
"\n",
"file_name = \"spider_chart_all_\" + activity\n",
"FILE_PATH_OUT_S3 = PATH + file_name + \".png\"\n",
"\n",
"radar_mp_plot_all(df=X_test_segment_caract, categories=categories)\n",
"\n",
"image_buffer = io.BytesIO()\n",
"plt.savefig(image_buffer, format='png')\n",
"image_buffer.seek(0)\n",
"\n",
"with fs.open(FILE_PATH_OUT_S3, 'wb') as s3_file:\n",
" s3_file.write(image_buffer.read())\n",
"plt.close()"
]
},
{
"cell_type": "markdown",
"id": "a2395680-69fe-4247-8deb-22f8ee15830b",
"metadata": {},
"source": [
"## --- end of the main part --- here are just some attempts --- ##"
]
},
{
"cell_type": "code",
"execution_count": 489,
"id": "7d9a2aca-d28d-43b3-9b72-5913b20c4f04",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = plt.cm.Blues(np.linspace(0.1, 0.9, 4)) \n",
"colors = [\"blue\", \"green\", \"orange\", \"red\"]\n",
"\n",
"# Initialisez le graphique en étoile\n",
"fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
"\n",
"for i in range(4) :\n",
"\n",
" # Caractéristiques et valeurs associées (exemple)\n",
" categories = ['share_known_gender', 'share_of_women', 'country_fr']\n",
" values = list(X_test_segment_mp.loc[i,categories]) # Exemple de valeurs, ajustez selon vos données\n",
" \n",
" values_normalized = [ max(values) * elt for elt in values]\n",
" \n",
" # Nombre de caractéristiques\n",
" num_categories = len(categories)\n",
" \n",
" # Créer un angle pour chaque axe\n",
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
" \n",
" \n",
" # Tracer uniquement le contour du polygone\n",
" ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
" # ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='blue', alpha = 0.3, linewidth=1.5)\n",
" \n",
" # Remplir le secteur central avec une couleur\n",
" ax.fill(angles, values_normalized, color=colors[i], alpha=0.2, label = str(i+1))\n",
"\n",
"# Étiqueter les axes\n",
"ax.set_yticklabels([])\n",
"ax.set_xticks(angles)\n",
"ax.set_xticklabels(categories)\n",
"ax.legend()\n",
"\n",
"# Titre du graphique\n",
"plt.title('Résumé des caractéristiques')\n",
"\n",
"# Afficher le graphique\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 301,
"id": "96aa9ff5-c1ed-49eb-8fb7-2319ac0c40be",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# KEEP THIS CODE !!\n",
"\n",
"# Caractéristiques et valeurs associées (exemple)\n",
"categories = ['Force', 'Vitesse', 'Agilité', 'Précision', 'Endurance']\n",
"values = [8, 7, 6, 9, 7] # Exemple de valeurs, ajustez selon vos données\n",
"\n",
"# Plage de valeurs maximales pour chaque caractéristique\n",
"max_range = [20, 20, 20, 20, 20]\n",
"\n",
"values_normalized = [2 * max(values) * x / y for x, y in zip(values, max_range)]\n",
"\n",
"# Nombre de caractéristiques\n",
"num_categories = len(categories)\n",
"\n",
"# Créer un angle pour chaque axe\n",
"angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
"\n",
"# Initialisez le graphique en étoile\n",
"fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
"\n",
"# Tracer uniquement le contour du polygone\n",
"ax.plot(angles + angles[:1], values + values[:1], color='skyblue', alpha=0, linewidth=1.5)\n",
"ax.plot(angles + angles[:1], values_normalized + values_normalized[:1], color='blue', linewidth=1.5)\n",
"\n",
"# Remplir le secteur central avec une couleur\n",
"ax.fill(angles, values_normalized, color='skyblue', alpha=0.4)\n",
"\n",
"# Étiqueter les axes\n",
"ax.set_yticklabels([])\n",
"ax.set_xticks(angles)\n",
"ax.set_xticklabels(categories)\n",
"\n",
"# Titre du graphique\n",
"plt.title('Résumé des caractéristiques')\n",
"\n",
"# Afficher le graphique\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 149,
"id": "adb7ccb3-7dea-4347-9298-37311a2f1fb1",
"metadata": {},
"outputs": [],
"source": [
"def radar_chart(values, categories, segment) :\n",
" # Caractéristiques et valeurs associées (exemple)\n",
" categories = categories\n",
" values = values # Exemple de valeurs, ajustez selon vos données\n",
" \n",
" # Nombre de caractéristiques\n",
" num_categories = len(categories)\n",
" \n",
" # Créer un angle pour chaque axe\n",
" angles = np.linspace(0, 2 * np.pi, num_categories, endpoint=False).tolist()\n",
" \n",
" # Répéter le premier angle pour fermer la figure\n",
" values += values[:1]\n",
" angles += angles[:1]\n",
" \n",
" # Initialisez le graphique en étoile\n",
" fig, ax = plt.subplots(figsize=(6, 6), subplot_kw=dict(polar=True))\n",
" \n",
" # Tracer les lignes radiales\n",
" ax.fill(angles, values, color='skyblue', alpha=0.4)\n",
" \n",
" # Tracer les points sur les axes radiaux\n",
" ax.plot(angles, values, color='blue', linewidth=2, linestyle='solid')\n",
"\n",
" # Afficher les valeurs associées sous les noms de variables\n",
" \"\"\"\n",
" for i, angle in enumerate(angles[:-1]):\n",
" x = angle\n",
" y = values[i] + 0.2 # Ajustez la distance des valeurs par rapport au centre\n",
" plt.text(x, y, str(values[i]), color='black', ha='center', fontsize=10)\n",
" \"\"\"\n",
" \n",
" # Remplir le secteur central avec une couleur\n",
" # ax.fill(angles, values, color='skyblue', alpha=0.4)\n",
"\n",
" \n",
" # Étiqueter les axes\n",
" ax.set_yticklabels([])\n",
" #ax.set_xticks(angles[:-1])\n",
" #ax.set_xticklabels(categories, # fontsize=12, ha='right', rotation=45\n",
" # )\n",
" # ax.set_xticklabels(categories, fontsize=10, color='black', ha='right')\n",
"\n",
" labels = [f\"{category} = {round(100 *value,2)}%\" for category, value in zip(categories, values[:-1])]\n",
" ax.set_xticks(angles[:-1])\n",
" ax.set_xticklabels(labels, fontsize=10, color='black', ha='right')\n",
" \n",
" # Titre du graphique\n",
" plt.title(f'Caracteristics of segment {segment}')\n",
" \n",
" # Afficher le graphique\n",
" plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 150,
"id": "8793fb51-812c-4500-b252-2e2d61d6ff48",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkkAAAH2CAYAAABk9BgJAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3xT1fvHPzezTZOOdO+W0gmUtoyWUqBYwAGiP5YLBRUVQURUBFyIynShqAwHOFARBQS/OJBRShkFWgqle++92+yc3x+xaSsFum/SnvfrlVfT5N5zPrkZ93Of85znMIQQAgqFQqFQKBRKOzhsC6BQKBQKhUIxRKhJolAoFAqFQukAapIoFAqFQqFQOoCaJAqFQqFQKJQOoCaJQqFQKBQKpQOoSaJQKBQKhULpAGqSKBQKhUKhUDqAmiQKhUKhUCiUDqAmiUKhUCgUCqUDqEmiUHqZq1ev4vHHH4enpydMTEwgFosREhKCLVu2oLq6mm15NyU5ORlvvfUWcnNz+6T9t956CwzDdGmf5uZmvPXWWzh16tQNz+3ZswcMw/SZ3p6wb98+DBs2DKampmAYBleuXGFbksHz+eefY8+ePZ3e/vfff8djjz2GESNGgM/nd/mzRaF0BoYuS0Kh9B5ffPEFlixZAl9fXyxZsgQBAQFQqVS4dOkSvvjiC4wcORIHDx5kW2aH/PLLL5g7dy5OnjyJyMjIXm+/sLAQhYWFCAsL6/Q+lZWVsLW1xdq1a/HWW2+1e66iogJZWVkIDg6GUCjsZbXdp6KiAs7Ozrjrrrvw0ksvQSgUIjAwECKRiG1pBs3w4cNhY2PToSHuiCeffBIxMTEIDg5GVlYWLl++DHo6o/Q2PLYFUCgDhXPnzuHZZ5/F1KlTcejQoXYn7qlTp+Kll17Cn3/+2St9NTc3G81Jt0Wri4sLXFxceq1dW1tb2Nra9lp7vUV6ejpUKhXmz5+PSZMmsS1nwPLFF1+Aw9ENhjz33HO4fPkyy4ooAxJCoVB6hRkzZhAej0fy8/M7tf1PP/1Epk6dShwcHIiJiQnx8/Mjq1atIo2Nje22W7BgATEzMyNXr14lU6dOJWKxmISFhRFCCPn777/JzJkzibOzMxEKhcTLy4s8/fTTpKKi4ob+UlJSyIMPPkjs7OyIQCAgrq6u5NFHHyVyuZzs3r2bALjhtnv3bv3+x44dI3fccQeRSCTE1NSUhIeHk3/++addH2vXriUAyOXLl8ns2bOJpaUlcXBwaPdcW44fP04mTZpEpFIpMTExIa6urmTWrFmkqamJ5OTkdKhpwYIFhBCi15yTk9OuzT/++IPccccdxNzcnJiamhI/Pz+yYcMG/fNZWVnkgQceII6OjkQgEBA7Oztyxx13kISEhNu+Z7/99hsJCwsjpqamRCwWkylTppCzZ8+2e6/+q3fSpEk3ba+pqYm89NJLxMPDgwiFQmJlZUVGjRpFfvjhh3bbXbx4kdx7773EysqKCIVCEhQURPbt23dDezExMSQsLIwIhULi5OREXn/9dfLFF1/ccJzc3d3J9OnTyZEjR0hQUJD+83fkyBH9sfXz8yMikYiMGTOGXLx48Ya+OqOp5T06ceIEWbx4MbG2tiZSqZT83//9HykqKmqn57/Hzd3d/VZvRTuWLl16w2eLQukNaCSJQukFNBoNTpw4gVGjRsHV1bVT+2RkZOCee+7BCy+8ADMzM6SmpmLz5s2Ii4vDiRMn2m2rVCoxc+ZMPPPMM1i9ejXUajUAICsrC+PGjcOiRYtgYWGB3NxcfPjhh4iIiMC1a9fA5/MBAImJiYiIiICNjQ3efvtteHt7o6SkBIcPH4ZSqcT06dOxYcMGvPrqq/jss88QEhICAPDy8gIAfP/993jsscdw33334ZtvvgGfz8fOnTtx55134q+//kJUVFQ7vbNmzcKDDz6IxYsXo6mpqcPXn5ubi+nTp2PChAn4+uuvYWlpiaKiIvz5559QKpVwdHTEn3/+ibvuugtPPvkkFi1aBAC3jB599dVXeOqppzBp0iTs2LEDdnZ2SE9PR1JSkn6be+65BxqNBlu2bIGbmxsqKytx9uxZ1NbW3vL9+uGHH/DII49g2rRp+PHHH6FQKLBlyxZERkbi+PHjiIiIwBtvvIGxY8di6dKl2LBhAyZPngxzc/Obtvniiy/iu+++w7vvvovg4GA0NTUhKSkJVVVV+m1OnjyJu+66C6GhodixYwcsLCzw008/4YEHHkBzczMWLlwIQJcLN3XqVPj4+OCbb76BSCTCjh078P3333fYd2JiItasWYPXXnsNFhYWWLduHWbNmoU1a9bg+PHj2LBhAxiGwapVqzBjxgzk5OTA1NS0S5paWLRoEaZPn44ffvgBBQUFWLlyJebPn6//nB88eBBz5syBhYUFPv/8cwAwqCFUyiCGbZdGoQwESktLCQDy4IMPdmt/rVZLVCoViY6OJgBIYmKi/rmW6MTXX3/dqTby8vIIAPLbb7/pn7vjjjuIpaUlKS8vv+n++/fvJwDIyZMn2z3e1NREpFIpuffee9s9rtFoyMiRI8nYsWP1j7VEi958880b2v9vJOmXX34hAMiVK1duqqmiooIAIGvXrr3huf9GkhoaGoi5uTmJiIggWq22w/YqKysJALJ169ab9tkRGo2GODk5kREjRhCNRqN/vKGhgdjZ2ZHw8HD9YydPniQAyP79+2/b7vDhw8n9999/y238/PxIcHAwUalU7R6fMWMGcXR01OuZO3cuMTMzaxdF1Gg0JCAgoMNIkqmpKSksLNQ/duXKFQKAODo6kqamJv3jhw4dIgDI4cOHu6yp5T1asmRJu+22bNlCAJCSkhL9Y8OGDbtl1O1W0EgSpa+gs9soFJbIzs7Gww8/DAcHB3C5XPD5fH0OS0pKyg3bz549+4bHysvLsXjxYri6uoLH44HP58Pd3b1dG83NzYiOjsa8efO6lcNz9uxZVFdXY8GCBVCr1fqbVqvFXXfdhYsXL94QLepI638JCgqCQCDA008/jW+++QbZ2dld1vZfnfX19ViyZMlNZzpJpVJ4eXnhvffew4cffoiEhARotdrbtp2Wlobi4mI8+uij+jwYABCLxZg9ezbOnz+P5ubmLmseO3Ys/vjjD6xevRqnTp2CTCZr93xmZiZSU1PxyCOPAEC743/PPfegpKQEaWlpAIDo6GjccccdsLGx0e/P4XAwb968DvsOCgqCs7Oz/n9/f38AQGRkZLt8t5bH8/LyuqyphZkzZ7b7PzAwsF2bFIqhQk0ShdIL2NjYQCQSIScnp1PbNzY2YsKECbhw4QLeffddnDp1ChcvXsSBAwcA4IaTpUgkumHYRqvVYtq0aThw4ABeeeUVHD9+HHFxcTh//ny7NmpqaqDRaLqdNF1WVgYAmDNnDvh8frvb5s2bQQi5obSBo6Pjbdv18vLCP//8Azs7OyxduhReXl7w8vLCxx9/3C2dFRUVAHDL18kwDI4fP44777wTW7ZsQUhICGxtbfH888+joaHhpvu1DH919LqcnJyg1WpRU1PTZc2ffPIJVq1ahUOHDmHy5MmQSqW4//77kZGRAaD12L/88ss3HPslS5YA0M0AbNFob29/Qx8dPQboDGNbBALBLR+Xy+Vd1tSCtbV1u/9bhtL++zmnUAwNmpNEofQCXC4XUVFR+OOPP1BYWHhbQ3LixAkUFxfj1KlT7WZA3SwvpqPISFJSEhITE7Fnzx4sWLBA/3hmZma77aRSKbhcLgoLC7vwilppiUxs27btptP3/3si7mzNmgkTJmDChAnQaDS4dOkStm3bhhdeeAH29vZ48MEHu6SzJUp2u9fp7u6Or776CoBuJtrPP/+Mt956C0qlEjt27Ohwn5aTfElJyQ3PFRcXg8PhwMrKqkt6AcDMzAzr1q3DunXrUFZWpo8q3XvvvUhNTdUf+zVr1mDWrFkdtuHr66vX2GJg2lJaWtplXbeiK5ooFGOHRpIolF5izZo1IITgqaeeglKpvOF5lUqFI0eOAGg1Ef9NTt25c2en++tsG6amppg0aRL2799/wxV+W252dT9+/HhYWloiOTkZo0eP7vDWEm3oLlwuF6Ghofjss88AAPHx8bfU1BHh4eGwsLDAjh07Ol0vx8fHB6+//jpGjBih77MjfH194ezsjB9++KFd201NTfj1118xbty4HpdksLe3x8KFC/HQQw8hLS0Nzc3N8PX1hbe3NxITE2967CUSCQBg0qRJOHHiRLv3WKvVYv/+/T3S9V+6oqkrCIVCGlmiGBw0kkSh9BLjxo3D9u3bsWTJEowaNQrPPvsshg0bBpVKhYSEBOzatQvDhw/Hvffei/DwcFhZWWHx4sVYu3Yt+Hw+9u7di8TExE735+fnBy8vL6xevRqEEEilUhw5cgTHjh27YduWGW+hoaFYvXo1hg4dirKyMhw+fBg7d+6ERCLB8OHDAQC7du2CRCKBiYkJPD09YW1tjW3btmHBggWorq7GnDlzYGdnh4qKCiQmJqKiogLbt2/v8vHasWMHTpw4genTp8PNzQ1yuRxff/01AGDKlCkAAIlEAnd3d/z222+IioqCVCqFjY0NPDw8bmhPLBbjgw8+wKJFizBlyhQ89dRTsLe3R2ZmJhITE/Hpp5/i6tWreO655zB37lx4e3tDIBDgxIkTuHr1KlavXn1TrRwOB1u2bMEjjzyCGTNm4JlnnoFCocB7772H2tpabNq0qcuvHwBCQ0MxY8YMBAYGwsrKCikpKfjuu+/ama6dO3fi7rvvxp133omFCxfC2dkZ1dXVSElJQXx8vN4Evfbaazhy5AiioqLw2muvwdTUFDt27NDni7XNpeopndXUFUaMGIGffvoJ+/btw5AhQ2BiYoIRI0bcdPu8vDxcvHgRgG6WJ6AriAoAHh4eGD16dDdeGYXyH1hNG6dQBiBXrlwhCxYsIG5ubkQgEBAzMzMSHBxM3nzzzXazy86ePUvGjRtHRCIRsbW1JYsWLSLx8fE31CdqqZPUEcnJyWTq1KlEIpEQKysrMnfuXJKfn9/hjLDk5GQyd+5cYm1tTQQCAXFzcyMLFy4kcrlcv83WrVuJp6cn4XK5N+iIjo4m06dPJ1KplPD5fOLs7EymT5/ebhZXywy2juo0/Xd227lz58j//d//EXd3dyIUCom1tTWZNGlSu1lUhBDyzz//kODgYCIUCjtVJ+no0aNk0qRJxMzMjIhEIhIQEEA2b95MCCGkrKyMLFy4kPj5+REzMzMiFotJYGAg+eijj4hare7wGLfl0KFDJDQ0lJiYmBAzMzMSFRVFYmNj223Tldltq1evJqNHj9bXGhoyZAhZsWIFqaysbLddYmIimTdvHrGzsyN8Pp84ODiQO+64g+zYsaPddjExMSQ0NJQIhULi4OBAVq5cSTZv3kwAkNraWv12LXWS/gsAsnTp0naPtdSreu+997qsqeU9+m+dpZZj1HYmZW5uLpk2bRqRSCSdqpN0s9pebT8jFEpPocuSUCgUygBm2rRpyM3NRXp6OttSKBSjgw63USgUygDhxRdfRHBwMFxdXVFdXY29e/fi2LFj+kR1CoXSNahJolAolAGCRqPBm2++idLSUjAMg4CAAHz33XeYP38+29IoFKOEDrdRKBQKhUKhdAAtAUChUCgUCoXSAdQkUSgUCoVCoXQANUkUCoVCoVAoHUATtykUyoBCrVajsbERjY2NaGho0P9te7/l+ZaFejUaDbRaLbRaLQgh4HA4N9yEQiHEYjEkEgkkEon+/n8fMzMz6/SyLBQKxbChidsUCsXg0Wq1qKioQElJSbtbcXFxu//Ly8vbLW0hEoluMDUt98ViMfh8vt4EcblcfVVqQojeNLXc5HL5LU2XQqEAoFsuRiKRwNHR8Yabk5NTu//Nzc2poaJQDBhqkigUikEgk8mQlZWF9PT0drfc3FyUlZVBrVbD0tLylqbD3t4e5ubm+ogOl8vtN/1KpVIfoaqtrUVpaekNJq7t/3K5HKampnBycoKXlxd8fHza3dzc3PpVP4VCuRFqkigUSr9BCEF+fj5SUlJuMEP5+fkQiUQ3mAUPDw+9GTI1NWX7JfQKhBDU1dWhuLgYxcXFN5jD7OxscDgcDB06FD4+PvD19dUfj2HDhsHKyortl0ChDAqoSaJQKH0CIQS5ubm4fPmy/hYfH4/a2lp4e3vfYIZ8fHzg4OBAh58AqFQq/VIibW9paWkoKirCkCFDMGrUKP0tJCQEUqmUbdkUyoCDmiQKhdJjCCHIycm5wRDV19dj+PDh7U7ogYGBMDExYVuy0VJZWYn4+Ph2xzo3Nxeenp43GCdra2u25VIoRg01SRQKpctotVpcv34dp06dwqlTpxAdHY36+nqMGDGi3Ul6xIgR1BD1A9XV1TcYp+zsbPj4+CAyMhKRkZGYNGkSnJyc2JZKoRgV1CRRKJTbotVqkZycjJMnT+pNkVwuR0REhP4EHBISAqFQyLZUyr/U1NTg7NmzOHXqFE6ePImEhAQMHTpUb5oiIyPh6OjItkwKxaChJolCodwAIQQpKSk4ceKE3hTJZDK9KYqMjMSoUaPA5/PZlkrpJLW1tThz5ow++peQkABvb2/9+xkVFQVbW1u2ZVIoBkWvmaSFCxeitrYWhw4d6o3m+hVCCJ555hn88ssvqKmpQUJCAoKCgtiWRaH0KyqVCjExMThy5AgOHz6MkpISTJgwQX8SHT16NDVFA4gW03Ty5EmcPHkSV69eRWhoKGbOnIl7770X/v7+NImeMuihy5IA+PPPP7Fnzx78/vvvKCkpwfDhw9mWZLTs2bMHDMPccJPL5e22Kyoqwvz582FtbQ2RSISgoCBcvnz5pu2WlJTg4Ycfhq+vLzgcDl544YVu9b137164urpCKpVi5cqV7fbPzc2Fj48P6uvre3YQjIja2lr8+OOPeOihh2Bra4tHHnkETU1N+Pjjj1FZWYm//voLa9aswbhx46hBGmBYWlpixowZ+OCDDxAfH4+CggI8/vjjiI2NxahRo+Dt7Y0VK1bg5MmTUKlUbMulUFjBoJclIYRAo9GAx+tbmVlZWXB0dER4eHif9jNYMDc3R1paWrvH2ibv1tTUYPz48Zg8eTL++OMP2NnZISsrC5aWljdtU6FQwNbWFq+99ho++uijbvVdWVmJRYsWYc+ePRgyZAimT5+OyMhITJ8+HQDw7LPPYtOmTTA3N+/qSzYqsrKy9NGimJgYBAQEYObMmTh27BhGjRqlrzpNGVw4Ojpi0aJFWLRoEZqbm3H8+HEcPnwYDz30EBQKBe6++27MnDkTd9111y2/qxTKgIJ0gf3795Phw4cTExMTIpVKSVRUFGlsbCSEELJgwQJy3333kffee484ODgQqVRKlixZQpRKpX7/7777jowaNYqIxWJib29PHnroIVJWVqZ//uTJkwQA+fPPP8moUaMIn88nJ06cIFqtlmzevJl4enoSExMTEhgYSPbv399p3adOnSJjxowhAoGAODg4kFWrVhGVSqXXDUB/c3d3v2Vbhw8fJhYWFkSj0RBCCElISCAAyMsvv6zf5umnnyYPPvig/v9ffvmFBAQEEIFAQNzd3cn777/frk13d3fyzjvvkEcffZSYmZkRNzc3cujQIVJeXk5mzpxJzMzMyPDhw8nFixfb7RcbG0smTJhATExMiIuLC1m2bJn+/Whpd/369eTxxx8nYrGYuLq6kp07d3b6uHWH3bt3EwsLi1tus2rVKhIREdHtPiZNmkSWL1/e5b4vXLhA7O3t9f/PmzePbNmyhRBCyN69e8nMmTO7rcnQyc/PJ5s3byaBgYGEz+eTadOmkW3btpHc3Fy2pVEMHI1GQy5cuEBee+01EhgYSHg8HrnnnnvI3r172/3eUCgDkU6bpOLiYsLj8ciHH35IcnJyyNWrV8lnn31GGhoaCCE6s2Fubk4WL15MUlJSyJEjR4hIJCK7du3St/HVV1+Ro0ePkqysLHLu3DkSFhZG7r77bv3zLSYpMDCQ/P333yQzM5NUVlaSV199lfj5+ZE///yTZGVlkd27dxOhUEhOnTp1W92FhYVEJBKRJUuWkJSUFHLw4EFiY2ND1q5dSwghpLa2lrz99tvExcWFlJSUkPLy8lu2V1tbSzgcDrl06RIhhJCtW7cSGxsbMmbMGP02Pj4+ZPv27YQQQi5dukQ4HA55++23SVpaGtm9ezcxNTUlu3fv1m/v7u5OpFIp2bFjB0lPTyfPPvsskUgk5K677iI///wzSUtLI/fffz/x9/cnWq2WEELI1atXiVgsJh999BFJT08nsbGxJDg4mCxcuPCGdj/77DOSkZFBNm7cSDgcDklJSbnp61u/fj0xMzO75e306dM33X/37t2Ey+USNzc34uzsTKZPn07i4+PbbePv709eeOEFMmfOHGJra0uCgoLafU5ux61M0q36rq6uJhKJhMTHx5Oqqiri6elJ/vzzT1JVVUW8vLxIfn5+pzUYAzU1NeTLL78kkZGRhMfjkTvvvJN8++23pK6ujm1pFCMmOzubbNiwgQQEBBAzMzMyf/588ueff+ovPCmUgUSnTdLly5cJgJteeS5YsIC4u7sTtVqtf2zu3LnkgQceuGmbcXFxBIDeaLWYpEOHDum3aWxsJCYmJuTs2bPt9n3yySfJQw89dFvdr776KvH19dWbC0II+eyzz4hYLNZHgz766KPbRpDaEhISoo8G3X///WT9+vVEIBCQ+vp6UlJSQgDojcjDDz9Mpk6d2m7/lStXkoCAAP3/7u7uZP78+fr/W9p444039I+dO3eOACAlJSWEEEIeffRR8vTTT7drNyYmhnA4HCKTyTpsV6vVEjs7O72B64iqqiqSkZFxy1tzc/NN9z937hz57rvvyJUrV8jp06fJ7NmziampKUlPT9dvIxQKiVAoJGvWrCHx8fFkx44dxMTEhHzzzTc3bbctNzNJnen7wIEDZPjw4cTLy0tvlB9//HGydetWEh0dTYKCgsiwYcO6FKk0JORyOTlw4ACZPXs2EQqFZPTo0WTr1q36zw2F0ltotVqSkJBAXnrpJeLk5ETs7e3J8uXLycWLF9v93lIoxkynTZJarSZRUVFEIpGQOXPmkF27dpHq6mr98wsWLCD33HNPu32ef/55MnnyZP3/8fHxZObMmcTNzY2IxWIiEokIAHL9+nVCSKtJKiws1O/TYqT+G83g8/lk7Nixt9X9f//3f+2iK4QQcuXKFQKA5OXlEUK6bpJefPFFMmPGDKLVaom1tTVJSkoiISEh5OjRo+SHH35oN6QTHBxM3nrrrXb7Hzp0iPD5fL2hdHd31w/7EKL78QFAfv75Z/1j2dnZBABJTEwkhBD98F3bY9JyPJOTkztslxBCAgMDybp16zr9WnuKRqMhI0eOJMuWLdM/xufzybhx49ptt2zZMhIWFtapNm9mkjrT9385efIkGT16NGlqaiKOjo7k1KlTJDU1lZibm7cbCjZkNBoNiY6OJk8//TSxtLQkQ4YMIW+88QZJTU1lWxplkKBWq8k///xDHn/8cSKRSIiPjw95++23SVZWFtvSKJQe0ekMTS6Xi2PHjuGPP/5AQEAAtm3bBl9fX+Tk5Oi3+e/sF4ZhoNVqAQBNTU2YNm0axGIxvv/+e1y8eBEHDx4EoFs9uy1mZmb6+y37/+9//8OVK1f0t+TkZPzyyy+31U0IuWEaK/m36kF3p7dGRkYiJiYGiYmJ4HA4CAgIwKRJkxAdHY1Tp05h0qRJneq/LW2PXcv2HT3Wcjy0Wi2eeeaZdsckMTERGRkZ8PLy6rDdlnZa2uiIDRs2QCwW3/IWExNz22PUAofDwZgxY5CRkaF/zNHREQEBAe228/f3R35+fqfb7W7fbVEoFFiyZAl27tyJzMxMqNVqTJo0Sb+Y6IULF3pVT29TUVGB9957D76+vpg1axb4fD6OHj2KzMxMvP322/D19WVbImWQwOVyERUVha+//hplZWV49913cenSJfj7+2PKlCnYv3//Db/zFIox0KVpYwzDYPz48Rg/fjzefPNNuLu74+DBg3jxxRdvu29qaioqKyuxadMmuLq6AgAuXbp02/0CAgIgFAqRn5/fznx0loCAAPz666/tzMrZs2chkUjg7Ozc5fYAYOLEiWhoaMDWrVsxadIkMAyDSZMmYePGjaipqcHy5cvb9X/mzJl2+589exY+Pj7gcrnd6h8AQkJCcP36dQwdOrTbbXTE4sWLMW/evFtu05XjRgjBlStXMGLECP1j48ePv2EGWnp6Otzd3bsmtht9t+Wdd97B3XffjZCQECQkJECtVuufU6lU0Gg0vaqnNyCEICYmBjt27MCBAwcQHh6O9evX4/7774dAIGBbHoUCU1NTzJ07F3PnzkV5eTl2796N1atXY9myZXjiiSfw1FNPwdPTk22ZFEqn6LRJunDhAo4fP45p06bBzs4OFy5cQEVFBfz9/Tu1v5ubGwQCAbZt24bFixcjKSkJ77zzzm33k0gkePnll7FixQpotVpERESgvr4eZ8+ehVgsxoIFC265/5IlS7B161YsW7YMzz33HNLS0rB27Vq8+OKL3Z7qbGFhgaCgIHz//ff4+OOPAeiM09y5c6FSqRAZGanf9qWXXsKYMWPwzjvv4IEHHsC5c+fw6aef4vPPP+9W3y2sWrUKYWFhWLp0KZ566imYmZkhJSUFx44dw7Zt27rdrlQq7dFq4uvWrUNYWBi8vb1RX1+PTz75BFeuXMFnn32m32bFihUIDw/Hhg0bMG/ePMTFxWHXrl3YtWuXfps1a9agqKgI3377rf6xK1euAAAaGxtRUVGBK1euQCAQ6KNSnem7hevXr2Pfvn36Nv38/MDhcPDVV1/BwcEBqampGDNmTLePQ2/T2NiI7777Dp9++ilKSkrw+OOPIzExkUaLKAaNnZ0dVq1ahZUrV+Kff/7Bzp074evri2nTpuG5557DtGnTaMkJimHT2XG55ORkcueddxJbW1siFAqJj48P2bZtm/75lhIAbVm+fDmZNGmS/v8ffviBeHh4EKFQSMaNG0cOHz5MAJCEhARCSGtOUk1NTbt2tFot+fjjj4mvry/h8/nE1taW3HnnnSQ6OrpT2m9VAoCQruckEULISy+9RACQpKQk/WMjR44ktra2NyQttpQA4PP5xM3Njbz33nvtnnd3dycfffRRu8cAkIMHD+r/z8nJaXesCNHla02dOpWIxWJiZmZGAgMDyfr162/Z7siRI/UJy33BCy+8QNzc3IhAICC2trZk2rRpNyTdE0LIkSNHyPDhw4lQKCR+fn43zG5bsGBBu88OIaRdqYaWW9v3rbN9a7VaEh4eTo4cOXKDJjc3N2Jvb0+++OKL7h+EXiQ9PZ0sX76cmJubk5CQELJ79+5bJs5TKIZOYWEhefPNN4m9vT3x9vYmH3/8MamtrWVbFoXSIXTtNgrFwCD/Dqlt3rwZ//zzD+bMmYPnnnsOYWFhdJkIyoBBoVDg119/xbZt25CUlIQnnngCL730Etzc3NiWRqHooXFOCsVAIITg999/R0REBGbOnIng4GDk5uZi7969GDduHDVIlAGFUCjEww8/jHPnzuHkyZMoLS2Fj48PHn/8caSmprItj0IBMABM0uLFi286C2vx4sVdbi8/P/+WM7t6ewYWhaJWq/Hjjz9i5MiRWLRoEe677z7k5+fj3XffhaOjI9vyKJQ+Z/To0di3bx+uXr0KLpeLoKAgzJ49u1OTeyiUvsToh9vKy8tvuiCpubk57OzsutSeWq1Gbm7uTZ/38PDo87XkKIMDuVyOb775Blu2bAEhBCtXrsTjjz/ebp07CmUwUlhYiA8//BC7du3CuHHjsGbNGkyePJlGUyn9jtGbJArF2GhoaMCOHTvw4YcfwsbGBqtXr8YDDzxAzTeF8h+qqqqwbds2fPLJJ/D29saaNWswc+ZMOiOO0m9Qk0Sh9BPNzc345JNPsHnzZvj7+2PNmjWYPn06/cGnUG5DY2Mjdu3ahQ8++ABSqRTr16/HvffeSyNLlD6HmiQKpY9Rq9X4+uuvsW7dOjg5OWHjxo2IioqiP/AUShdRKBTYtWsX3nnnHfj4+GDTpk2IiIhgWxZlAENNEoXSRxBC8Ouvv+K1114DAKxfvx6zZ8+m5ohC6SENDQ348MMP8f777yMyMhIbNmy4aWV9CqUn0Dg/hdIHnDhxAqGhoXj++efx0ksvISkpCXPmzKEGiULpBSQSCdauXYvs7Gx4eXlh7NixWLBgAfLy8tiWRhlgUJNEofQi8fHxuPPOOzFr1izMmjULmZmZePrpp29YaJjCLoQQqNVqKBQKyOVyyOVyyGQyyGQyNDc36+/L5XIoFAoolcpbLgxNYQdbW1ts3boVKSkpIITAz88PK1asQGVlJdvSKAMEOtxGofQC+fn5WLVqFX777TcsW7YMq1at6tEaeJTOodVq9UanreFRKBRQq9W3vHUHDocDLpcLHo/X4Y3P50MoFMLExKTdjc/n0yhiP3D16lW89tpriI6OxqpVq/DSSy/RkhqUHkFNEoXSAxQKBd5//31s3LgRc+bMwbvvvgsXFxe2ZQ0YNBoNmpub0djYiKamJjQ2NuqNUIsZAgCBQKA3JEKhEEKhEHw+/6ZmpsXocLlc/exChmH0RqblZ5EQor/912RpNJobHlOpVO30yeVyaDQacDicdubJ1NS0XZFaExMTaqJ6kZiYGKxYsQK1tbX4+OOPMX36dLYlUYwUapIolG7y119/YdmyZeDz+Xj22WexdOlSeqLrBoQQyOVyNDQ0tDNDjY2NaG5uBpfLhZmZGcRiMczMzGBqaqo3Q6amphAKhQZdRkGtVt9g7Noav6amphteY4t5kkgkdKi2m2g0Gnz55ZdYs2YNJkyYgK1bt8LT05NtWRQjg5okCqWL5OfnY8WKFThx4gTeffddPPXUU4iOjoaPjw/c3d3ZlmfQtBii2tpa/a2urg4KhaJDkzAYoiwdRctabi3HxdLSUn+zsLCgxqkLVFZW4tVXX8XevXuxatUqvPLKK3QIjtJpqEmiUDqJQqHABx98gA0bNmDevHnYtGmTftmb4uJi/O9/WXB0HIc77+SBnsN0yOVyVFdXo66uTm+KlEolJBJJuxO/ubk5rTjeAXK5vN2xq6urg0wma2ecLCwsYGVlRY/fbYiLi8PSpUtRXV2NTz75hA7BUToFNUkUSif4888/8fzzz8PMzAyff/45xo0b1+752loCe3sCpZKDgGEEO7YzmDCBJbEsIpfLUVVVhcrKSlRWVqKxsRHm5ub6kzk1RD1HoVC0M001NTVQKpWwsrKCtbU1bGxsIJVKweVy2ZZqcLQdgouIiMDWrVsxZMgQtmVRDBhqkiiUW1BaWornnnsOx48fx/r16/HMM890ePJJTwd8fds/9thjBO+9x6CLaywbFR2ZIgsLC/3J2traGgKBgG2ZAxpCCJqbm/XvQWVlJTVNt6FlCO7777/H66+/jldeeYUad0qHUJNEoXQAIQQ//fQTnnvuOUybNg0ff/yxfmitI5RKQCQi0Gja585YWhJs2MDg6aeBgXCOIoSguroapaWlKCsrQ0NDAzVFBsbNTJNUKoWDgwMcHBxgZmbGtkyD4MKFC3jiiScgEomwZ88eDBs2jG1JFAODmiQK5T+UlZVh8eLFOHv2LLZv345Zs2Z1ar+h3gRZmTqTJJZo0djQOuNq1GiC7Z8zGDOmTyT3KWq1GuXl5XpjBAD29vZwcHCAjY0NNUUGDiEETU1N+vewsrISYrEY9vb2cHR0hJWV1YBOjL8dcrkc69atwyeffILXX38dK1eupFElih5qkiiUf2kbPZo6dSo+/fRT2NjYdHr/6dMJjh7VnWw++fw8/j41Cr//3JrBzTAEzzwDbNjAwMqq1+X3KjKZDKWlpfqTqkgk0kchpFLpoD6pGjsqlQoVFRUoKSlBWVkZGIbRm147O7tBaxDi4uKwcOFCiMVi7N69m0aVKACoSaJQAOiiR0uWLEFMTAy2b9+O2bNnd7mNFSuArVt19zdsuYzxd4qRkeuBDa/wkZ3WGlWytSV4/30Gjz4KGJLXUCgUKCoqQmFhIWpra9sNz4jFYrblUfoArVaLmpoavSFubm6Gg4MDXFxcYGdnN+jymORyOd566y188skneOONN2hUiUJNEmVwQwjBzz//jKVLlyIqKgqffvopbG1tu9XWjh3As8/q7r/ydjUigs/BadQEaCHAj19wsWMzD7LmVlcUMUE3BDd8eG+8ku6hVqtRWlqKwsJClJeXw8rKCq6urnBycqLDaIOQhoYGFBYWorCwECqVCs7OznBxcRl00cMLFy5g4cKFkEgk2LNnDwICAtiWRGEJapIog5bKykosXrwY0dHR2L59O+bMmdOj9k6cAKKidPfnP6vGow/GgSs0gbWX7ge2rBh4/3U+/jnSenXO5RKsWMFg7Vqgv4I1Wq0WlZWVKCgoQElJCUxNTeHq6goXFxeIRKL+EUExaAghqKmpQUFBAYqKisDj8eDi4gIXFxeYm5uzLa9fkMvlePPNN/HZZ59h7dq1ePnllw26sjulb6AmiTIoOX36NB5++GGMHTsWO3fu7Hb0qC2FhYCrq+7+hGkafPBlLUqunIVDYBgEZhL9dmdPcLBpNQ8FOa0/uE7OBB9vZTB7dt8NwTU0NCAvLw+FhYUAoD/pWVhYDKooAaVraLValJeXo6CgAKWlpZBIJHB1dYWrq+ugiDaeP38ejz76KDw9PfHdd9/B3t6ebUmUfoSaJMqgQqPRYOPGjdi4cSPee+89PPvss71mELRaQCIhaG5m4OalxW/nlajOSYWqqQF2w0a360chB/Z8ysXXW3lQKlofn3YnwafbGHh794okaLValJSUIDc3F9XV1XBycoKrqytsbW2pMaJ0GZVKheLiYuTn56Ourg5OTk7w8PAY8DPk6uvrsXjxYpw4cQLff/89pkyZwrYkSj9BTRJl0FBaWor58+cjPz8f+/btQ3BwcK/3ERRMkHiFAZdHcC5fAS6jQlH8GVh7BUBkfeMVaEEOg81reIg93joEJxAQrF7NYPVqwNS0ezpkMhlycnKQl5cHPp8PDw8PuLq6QigUdvelUSjtqK+vR25uLgoKCmBmZgZPT084OzsP2ERnQgi+/vprLF++HCtWrMDatWsH7GultEJNEmVQcOzYMcyfPx9Tp07F9u3bIZFIbr9TN3jgAYKff9ZdUR86r4C7F0FDaQHqi3LgFDweDOfG2UKEACePcrDlNR7KilqH4DyHEHz2KYO77+5c34QQVFVVITs7G2VlZbCzs4OnpyeNGlH6FLVajcLCQuTk5EAmk8Hd3R0eHh4DtmBlUlISHnjgAVhbW+OHH36Ai4sL25IofQjNQqMMaNRqNV577TX83//9HzZt2oTvvvuuzwwSAPj4tJqRvKx/C0vau4Dh8lBfnNfhPgwD3DFdi4OxSixcpgaXp7tuyclmcM89wOzZBAUFN+9Tq9WioKAAp06dQlxcHMzMzBAVFYXQ0FDY2dlRg0TpU3g8Hjw8PBAZGYnQ0FA0NzfjxIkTuHDhAqqrq9mW1+sMHz4ccXFx8Pb2RlBQEP73v/+xLYnSh9BIEmXAUlBQgIcffhg1NTXYt29fvxSH++474LHHdPdffFuFR5/VAADkddUoT46H06gJ4AluPeSVlcZg4ys8XD7bGnUSiQjWrmXwwgtAS66sRqNBfn4+MjMzwTAMhg4dCldX10FX24ZieMhkMmRnZyMnJwdWVlbw9vYekBHNvXv34tlnn8XTTz+NDRs2DIpE9sEGNUmUAcnff/+Nhx56CLNmzcLHH3/cb1PbL1wAwsJ092cvUOP199X65ypSr4DhcmHjPeK27RAC/PErBx+8yUd1ReuJxT+AYNsnGri6ZiM7OxtCoRDe3t5wcnKi05MpBodSqUROTg6ys7MhEong7e0NR0fHAWWW0tPT8cADD0AgEODXX3+lw28DDGqSKAMKQgi2bt2KN954A59//jkeawnr9BM1NYBUqrs/arwGXx5S6Z9Ty2UoTjgD++FjIZRYdKq9hjrgs4087N/NhVbbZhbctDK8/z4Hw4fbDKgTDmVgolarkZeXh8zMTPB4PHh7e8PFxWXAGHu5XI7nnnsO//vf/3Dw4EGEtVwpUYweapIoAwaFQoHFixfjr7/+wqFDhzB27FhWdNjaEVRWMLB1IPj7mqLdc7V5GZDVVcFhRGinzY1GqcDFYyX4cIM9MtJbF32zsCBYv57B4sUAHWGjGAMt+XMZGRnQarXw9vaGu7v7gDBLhBB8+umnWL16NT7//HMsWLCAbUmUXoCaJMqAoLS0FLNmzYJarcahQ4fg5OTEmpbxEQRnY3UGKDZHDlGbStpajRrF8Wdg6e4Dsd2tNWrVatQX5aC+OA8mltYwd/bC/w5Z4ZN3eKivbTVYwSEEO7YzYMkTUihdhhCC4uJipKamghACPz8/ODs7D4io6D///IN58+bhiSeewObNm2mOoJFj/PadMuiJj4/HmDFj4OXlhejoaFYNEgD4tpnhlp/d/kefw+XBysMHtXnp0GrU/90VAEC0WtQX5aLo8mnI62tgP2w07PyDYWJujtmPaXDwnAIzH2rdNyGeQVgYwTPPEAzAyUSUAQjDMHB2dsbkyZPh7e2N69evIzo6GuXl5TD26/YpU6bgwoULOHr0KGbMmIHa2lq2JVF6ADVJFKNm3759mDhxIp5//nl8++23MO1u9cVexNe39X5u1o1XxiIbR/CEpqgvzGn3OCEEjeVFKIqPQWN5EWy8R8B++BgIzS3bbSe1AdZ9osbu3xUY6q/9d18Gu3Yx8PUl2L1bV/2bQjF0OBwO3N3dMWXKFLi4uODSpUs4e/Ysampq2JbWI7y9vXHu3DlwOByEhYUhPT2dbUmUbkJNEsUo0Wq1eP311/HMM8/g559/xsqVKw0mVO/j03o/rwOTxDAMrDz9UF+cC7VcBkIImqvLUXLlLGrzs2Dp5g3HoHCYSm89ZToolODHE0q89I4KIjPd1XdlJYMnngAmTCS4erXXXxqF0idwuVwMHToUU6dOhZWVFWJjYxEXF4eGhga2pXUbCwsLHD58GPfddx9CQ0Px119/sS2J0g1oThLF6GhqasIjjzyC69ev4/Dhw/D392dbUjuuXweGD9fdv2eOBuu3qzrcrjLjGjQKBQjRQiVrgoXLEEgcXMF0I4m1vAT44E0e/j7UukwCl0vw/PMM1q0D+rB+JoXS68hkMqSnpyM/Px/u7u7w9/cHn89nW1a3+f7777F48WKsX78ey5cvZ1sOpQtQk0QxKiorKzFjxgyYmpriwIEDsLKyuv1O/Yxcriv+SAiDgCAt9h5T3rCNVq1GdW4amsoKIbK2h/XQ4eD0wjpQ509xsHEVD/nZrUbL0Ylg60cM5s7VVfemUIyFhoYGXLt2DfX19QgICICrq6vBRIy7SlxcHO6991489thj2Lx584CY0TcYoCaJYjTk5eXhzjvvxIgRI/D9998b9GKtnkMIcnMYmEkIYrIUenNCCEFTRQlqc9PAE4khEIkhr6+B48hxvfbjr1QA33zKxZdbeVDKW9ucMlW3Flzb4UAKxdBpmQmXlJQEkUiEwMBAWFh0rs6YoZGZmYk777wT4eHh+Prrr406OjZYoFaWYhRcu3YN4eHhiIqKwk8//WTQBglozUtqamBQXaG7r2xqQFnSRdTmpcPK0w/2w0bDysMXRKNGY1lhr/UtEAJPvaTBgTNKREzV6B//5xiDESMI3ngDkMl6rTsKpU9pmQkXFRUFqVSK06dP4+rVq1CpOh7GNmSGDh2K2NhYJCUlYebMmWhqamJbEuU2UJNEMXhiYmIwceJELF68GJ9++qlR1B1pWwYgN12L6uxUlF49D6HYAk7BETCz1S3NwHA4sPLwRW1+JrTq3v3Rd3Yn+GSvCh9+q4SDi266m1LJ4N13gYBhBL//3qvdUSh9Co/Hw7BhwxAZGYnGxkYcP34c+fn5RlcywMHBAdHR0VAoFLjjjjtQWVnJtiTKLaAmiWLQ/Pbbb7j77ruxZcsWvPHGG0aTj9B2SCvxZBaUzQ1wGDkOVp6+N+QemUrtIBCJUVuQ1es6GAaYfLcWB84o8cRyNXh83QklN4fBvfcC991PkJfX691SKH2GRCLBuHHjEBgYiJSUFJw5cwaNjY1sy+oS5ubm+OOPP+Dm5oaIiAjk0S+hwUJNEsVg+eKLL/DII4/g+++/x1NPPcW2nC7h6dkaFapqdIH9sNEQtC293YaWkgCNpQVQNfdN+N3UDFj2uhr7TikxOqJ1CO7wbwz8/Qk2bQKUN+aXUygGCcMwcHJyQlRUFCwtLXHq1ClkZWUZVVRJKBTip59+QlRUFMLDw3Ht2jW2JVE6gJokisFBCMG7776LV155BUePHsX999/PtqQuUVJSgsrKWP3/xcXmt42ACcwkENs5oyY3rU+1DfEh2HVAhQ07lLC2051QZDIGa9YAgSMJTpzo0+4plF6Fx+NhxIgRCAsLQ3Z2ttFFlbhcLj799FMsXrwYEydORExMDNuSKP+Bzm6jGBSEELz44ovYt28f/vrrL4wYMYJtSZ1GqVTi2rVrKCsrQ0DAcPj5uUKhYODpo8WB2NuHaTQqJYrjY2DjEwhTK9s+19tQD2zfxMO+r7jQaltN3MMPE7z/PgNHxz6XQKH0Gmq1GsnJycjPz4e/vz+GDBliNMPzgC5yvmLFCvz888+455572JZD+RdqkigGAyEEy5Ytw5EjR3Dy5EkMGTKEbUmdprS0FFeuXIGlpSVGjhwJU1NTDB9BcD2JAY9PcL5Agc7km9cX56GhtABOQeHdKirZHVKvMtjwCh/XLrf2Z25O8M47DJYsAXqhfBOF0m9UVlYiISEBpqamCAoKgljc8TC3IfLzzz/j8ccfx08//YR7772XbTkU0OE2ioGg1WqxZMkSHD16FNHR0UZjkFQqFS5fvozLly8jICAAoaGh+vXjfP9N3larGJQUdO6KVuLgCgZAQ2l+Hym+Eb9Agj1HlXjjQxXMrXTXTPX1DJYvB0aPITh/vt+kUCg9xsbGBpMnT4a5uTlOnTqF7Oxso8lVmjdvHr799ls8+OCDOHToENtyKKAmiWIAaLVaPPPMMzh27BhOnToFDw8PtiV1iurqapw6dQpKpRJ33HEH3Nzc2oX3fX3blAHI7JxJYjgcWA3xQ21+FjSq/suk5nCAWY9qcOicAv83X61/PPEKg3HjgEWLCKqq+k0OhdIjeDweAgMDERoaiszMTFy4cAFKI5mZMHv2bPzwww945JFH8Ouvv7ItZ9BDTRKFVbRaLZ566ilER0fj1KlTcHNzY1vSbSGEIDMzE2fPnoWnpyfCwsL00aO2tC0DkN/BQrc3w9TSBiYWVqjNz+wNuV3Cyhp48yM19hxVwGeYVv/4V18x8PUl+OorQKu9RQMUigFha2uLyMhIMAyDkydPospInP59992Hffv2YcGCBdi/fz/bcgY11CRRWKMlgnT69GmcPHkSLi4ubEu6LQqFAhcuXEB2djbCw8MxdOjQmyaHtjVJeV0wSQBg5eGLpvIiKJvqeyK324wcQ7D3HyVWvquCSKwbqqiqYrBoETA+guDKFVZkUShdRiAQYOzYsfD29sa5c+eQnp5uFMNvM2bMwM8//4yFCxfiwIEDbMsZtNDEbQorEEKwZMkS/P3334iOjjYKg1RVVYVLly7BysoKQUFBEAgEt9y+shKw/XeSWuhEDXb82rWK2jW5aVA01MF++BhWZ+mUlwIfreXhzwOtGdwcDsGyZQzefhswN2dNWocQQqBQKCCXyyGXy6FQKKBWq29602g0+pNm259DhmH0Nx6PBx6PBy6Xq7/fcuPz+RAKhTAxMYGJiQn4fL5RzaoaTNTW1uLSpUsQiUQICQmBiYkJ25Juy5EjR/Dggw/ihx9+wH333ce2nEEHNUmUfocQgueffx6///47oqOjDX6IjRCC9PR0ZGRkICAgAJ6enp0+CVpbE1RXM7B31uLPK13LidCq1SiKj4F0iD/MbBy6I71XuXCag42reMjLbA1AOzgSfPQhgwceAPrLF2i1WjQ1NaGxsVH/t8UQtZgiQBdBEAqFEAqF4PP5NzU6XC5XvyJ72/eVEKK//ddUtf1fpVLp+9ZoNOBwOHrDJBQKIRKJYGZmBrFYDLFYDBMTE2qiWESlUiExMRGVlZUYNWoUbG37vtxGTzl48CDmz5+Pffv2YcaMGWzLGVRQk0Tpd1555RXs27cP0dHRBp+krVAocPnyZTQ3N2P06NGwtLTs0v5h4wgunNedEM/myWEq6lr/jWWFqC3IhnPIeDAc9tesUyqA77Zz8cUHPCjkrSf6O+4g+OwzBn5+vdeXRqNBfX096urq0NDQoDdFTU1N4HA4EIvFevPRYkramhM21vhrMUxtI1nNzc16M9fc3Awul9vONEkkElhaWsLMzIyap36CEIL8/Hxcu3YNXl5e8PPzM/hjv3//fixcuBC//fYbpkyZwracQQM1SZR+5f3338eWLVsQGxsLb29vtuXckrq6Oly4cEE/vMbn87vcxoIFwLff6u7vO6WAz7Cufd0IIShNPA+RtT0sXA2nLEJxPoMtr/EQ/WerEeHzCVauZPDaa4Coi2ZQo9Ggrq4OdXV1qK2tRV1dHerr68Hj8WBpaQmJRKI3FcYcjdFoNGhubkZjY6P+Vl9fj/r6enA4HFhYWMDS0hKWlpawsLCAWCw2ytdpLNTX1yMuLg4SiQQhISHd+o73J99++y2WLVuGkydPIiQkhG05gwJqkij9xnfffYelS5fi5MmTGDVqFNtybklxcTHi4+Ph7e0NHx+fbp+o1q8HXn9dd3/LV0pMndn1qWHy+hqUX78Mp5AI8ISGlUMR/RcHW9bwUFzQOgTn5k6w7RMGM2fefD+VSoWqqipUVVWhsrISdXV1ekPU1iSIRKJBYRK0Wi0aGhpQW1urv7UYJ6lUChsbG1hbW8PS0lI/NEjpHZRKJS5dugS5XI7Q0FCYmZmxLemWvP/++3jvvfcQGxuLoUOHsi1nwENNEqVf+OOPPzBnzhyDDxUTQpCWloasrCyEhITAsYdrc/zyCzB3ru7+c6+q8OQKza13uAkVaYlgGA5sfAxvmRZZM/D1Vh72fMqFWtVqaGbcS/DJxww8PW80RbW1tTAzM9Of/K2trWFqajooDFFn0Wq1qK+vb3fctFotrK2tqWnqZbRarX5JkzFjxhh8ntLLL7+MgwcPIjY2Fg4O7OcrDmSoSaL0ORcuXMCUKVPw5Zdf4oEHHmBbzk1Rq9WIj49HXV0dQkNDYd4L07auXgVGjtTdnzFPg3c+69oMN702hQzF8bGwHz4aQollj3X1BbmZDDa+wkNcTOsQnImJFo8+mo8770yChYWJ/uRuY2PTYW0pys0hhKC+vh6VlZV600QIgZ2dHRwcHGBvb3/bGZeUW5OXl4dr1651eYJGf6PVarFgwQIkJSUhOjq6V36rKB1DTRKlT0lLS8P48eOxdu1aLFu2jG05N6W5uRkXLlyAQCDA6NGjIRQKe6ldoCV6P2KUFt/+2f2qv7X5mZDVVMIhMNQgf7wJ0UJeV4c/flbisw8cUF3degyHDtVi+3YODDiIaHQQQlBXV4fS0lKUlpaivr4eUqkUDg4OcHBwMKo1ywyJ6upqxMXFwcHBAYGBgQYbqVOpVJg5cyaUSiWOHj3aa79ZlPZQk0TpM4qKihAeHo758+dj/fr1bMu5KVVVVYiLi4OTkxNGjBjR6z+Krm4EhQUMzK0IotMV3W5Hq9GgOP4MLN29IbZz6kWF3YcQAnldFZoqSiCrrgAYBqZWNiACe+zZ5YB9X/Gh0bQaugcfJPjgAwZOhiF/QCGTyfSGqbKyEiKRCE5OTnBxcYFEImFbnlEhk8lw4cIFcLlcjB071mANSGNjI6KiouDu7o4ff/yRlRmdAx1qkih9Qm1tLSZMmICxY8fiyy+/NMjIB6AzcgkJCRg2bBg8PT37pI8pUwiOH9e9/pNpclhKu99WU0UJanLS4DQqAhwu7/Y79AGEECibGtBUUYzmilIABCIbR4hs7CGUWLZ7r9OSdENwiRdbf7wlEoK332bw3HMAj52XMOBRqVSoqKhAUVERSktLIZFI4OrqCmdnZ6MooGgIqNVqJCQkoLa2FuHh4Qab0F1ZWYmIiAhMmTIF27ZtM9jfWmOFmiRKryOXyzFt2jRYWlriwIED4BnomTA7OxvJyckYPXp0nyY/Ll0KfP657v7u/ykQNLb7XzlCCMqS4iA0l8LKvX9LKKjkzWiuKEFjRQk0CjlE1vYws3OEiYX1LX+YtVrg8I9cbH2bh7rq1u1GBBLs2M4gPLw/1A9eVCoViouLUVhYiKqqKtjY2MDFxQWOjo4GP+WdbQghuH79OgoLCxEWFtblOmn9RV5eHsLDw7FkyRK89tprbMsZUFCTROlVCCFYsGABMjIycPz4cYi6WjCnHyCEIDU1FTk5OQgLC4NU2oPQTif4+GPghRd099d9osLMh7o3w60FRWMdyq7FwTF4PPgmfXt8iVaL5upyNJYWQF5fA1NLG5jZOsJUagdOF0P7tdXAtnd5OPBde9P8+OMEW7YwsLHpTeWUjpDJZCgqKkJBQQGamprg7OwMDw8PWFlZsS3NYGlZ0Do9PR1jx4412Jlv165dQ0REBL788kvMbZlSS+kx1CRRepX3338fH3/8MS5evGiQU1O1Wi2uXr2K8vJyjBs3rl9yNf74A7jnHt39J5arsex1dY/brMpIglajgq1fcI/b6gi1QoaG0kI0lhWCw+FC7OACsZ0zuIKe52ZcvcRgwyt8pF1rzf2SSgk2bWLw5JOAgebJDjjq6uqQm5uLgoICiMVieHp6wtnZ2WAjv2yTn5+Pq1evIjg4GM7OzmzL6ZAjR47g4YcfxunTpxEc3De/DYMNapIovcbRo0cxb948REdHG2SxSI1Gg0uXLqGpqQnjxo3rtynoWVlAS823qBkavL+7e2UA2qJRKlAUfwZ2fkEwsbTucXvAvwvD1tegoSQPzdUVMLWyhcTBFSaWtx5O6w5qNbB/NxefbeShqaG17bGhuiE4+vvef6hUKhQVFSEnJwcymQzu7u7w8PAw2BwcNiktLcWlS5cQEBCAIUMMpwJ+WzZt2oTPP/8cFy9ehL29PdtyjB5qkii9QmpqKsLCwrBjxw48+OCDbMu5AaVSiQsXLgAAQkND+7WejEYDmJoSqFQMvPy0+CWm+2UA2lJXlIOm8mI4Bo0Dw3Q//EIIQXNlKeqKcqBRyCG2d4bEwQ08k743kZVlwIdrefjj19boBYdDsHQpg3feASws+lwC5V8IIaiqqkJOTg5KS0thb28PHx8fg83DYYvq6mqcP38enp6eBrnmGyEEjzzyCPLz83HixAlaO6uHUJNE6TE1NTUIDQ3F3LlzDXKqv1wux9mzZ2FmZoZRo0axMpzgH0CQmsJAICQ4l6/olSElotWiOCEW5k4ekDi6dmv/xvIi1BflgBACC2dPmNk5dznXqDe4eIaDjat4yElvPTB29gQffsDg4YcBAzsPDXiam5uRlZWFvLw8SKVS+Pj4wNq69yOKxkpDQwPOnTsHOzs7jBw50uCOi0wmw4QJExAUFIQvvvjC4PQZE9QkUXqEWq3GPffcAxMTExw6dMjgCq/JZDLExsZCKpUiKCiINX3330/w22+6H6r/xcvh1HVP0yHN1eWoykiC06gJ4PI6N1NJq1ajsawQ9UW54PB4MHcZAjMbBzAsv3cqJfD9Di52vc+DXNb6oz4pkmD75wz8/VkUN0hRKBTIzs5GTk4OxGIxvL294eDgQE+60P22nD17FpaWlggJCTG4Y1JYWIgxY8bg1VdfNehCvoYONUmUHvHiiy/i77//xtmzZw2uNH6LQbK2tkZQUBCrP2KvvAK8957u/vb9SoRFdn2h244ghKA8+TL4pmaQDrm1i9Cq1agvzkVDSR54JmawcBkCU6mtwf24lxQC773Gx8mjrREtHo/gpZcYvPFGawVzSv+hUqmQm5uLrKwsCAQC+Pr6wsnJyeA+O/2NXC5HbGwsLC0tERwcbHAXiefPn0dUVJTBr5lpyBjWO0oxKnbv3o1vvvkGv/32m8EZpObmZpw5cwY2NjasGyQA8PVtvZ+X1XtaGIaBlacfGssKoWpu7HAbotWivjgPRfExkNdWwcY3CA6BoRBZ27F+XDrC0QX48BsVPtmrhJObzkyq1Qw2b9YNWx46BNBLu/6Fz+fD29sbU6dOhaenp37NsPLycralsYqJiQnGjx+Puro6XL58GVpt71z89BZhYWH4/PPPMW/ePGRmZrItxyihkSRKt2i5Qjly5AjuuOMOtuW0o7m5GbGxsbCzs0NgYKBBGIGYGGDiRN39BxepsWpjz8sAtKU6OwUqWRPsAkbpXy8hBE0VJajNzwSHy4WluzdMrQwvcnQr5DLg64952LONC5WyVfc90wm2fcLAQCcYDXjUajVycnKQkZEBS0tLBAQEDOoEb4VCgbNnz0IsFmPUqFEGF1F6+eWXcfToUVy4cIEuUdNFqEmidJmamhoEBQVh+fLlePHFF9mW0w6ZTIYzZ84YlEECgLIyoKVs1LjJGnz+c8/LALRFo1KiOP4MrL1HwNTKBrKaStTmpUOrUcPSbSjMbI17aCQvi8Gm1TycP9U6BGdiQvDqqwxeeQUw0KW1BjxKpRIZGRnIycmBvb09/P39B+3Cui1GSSKRICQkxKCMkkajwdSpU+Hs7Ixvv/3WqH8L+htqkihdghCCWbNmQa1W4/Dhwwb1ZWvJQbKxsTG4GSeEAJaWBPX1DJzctPjf5d4pA9CWhpJ81BXmgGdiClVzIyxch0Di4MZ6QnZvQQjwz2EO3n+Dj/KS1vd2qDfBZ58ymDaNRXGDHJlMhrS0NBQUFMDDwwN+fn6DcskThUKB2NhYWFhYGFwyd0lJCUaOHIktW7Zg4cKFbMsxGqhJonSJbdu2YcuWLbhy5QqsrXuniGFvIJfLcebMGYNI0r4Zo8cQXL7EgGEIzhco0AvFq/Vo1WrU5megoSQfQnMr2PmHgDNAKyc3NQI73+Phh51caDSt7/PcuQQffcTAQIshDwoaGhpw7do11NfXIyAgAK6urgb5XexLWpK5raysEBwcbFCv/++//8asWbMQFxeHgIAAtuUYBQPjEpPSL8THx2P16tX48ccfDcogqVQqnD9/HlZWVgZrkADAz7clV4hBQU7vaNTlHRWjOP4MlM2NkHoNg7KpAUTbs/XhDBkzMfDiOjV+PKHEyLGtr3P/fgZ+fgQffgioenc0k9JJJBIJxo0bh8DAQKSkpODMmTOoq6tjW1a/0pLMXVVVhevXr7Mtpx3Tpk3D888/jwceeAAymYxtOUYBNUmUTlFfX48HHngAr7/+OiIiItiWo0ej0SAuLg5CodDgrtr+i49P6/3emOGmbGpAWdJF1OSmw8rTF/bDRkPi4AITCylq8wf+TBbvAIKvj6iw7hMVLKW6gHhjI4OXXgJCRhGcOcOywEEKwzBwcnJCVFQUrK2tERMTg2vXrkE1iJyriYkJxo0bh8LCQoObVfb222/D3NwcL7Ssuk25JdQkUW4LIQTPPPMMPD09sWrVKrbl6CGEID4+Hmq1GmPGjDGoRMmO6C2TRLQa1OSmo/TqeQjFFnAKjoCZraPeIFp5+qKpohjKxvqeSjZ4OBxg5kMaHDqvwJwFajCMziwlXWMwYQLw+OMEFRUsixyk8Hg8BAQEYNKkSWhoaMDx48dRVFTEtqx+QywWIywsTJ+rZSjweDz8+OOP2L9/P3766Se25Rg8hn1WoRgEX331FU6dOoXvvvvOYIwIIQTXrl1DXV0dwsLCjGLl8t4wSYqGWpRcOQd5XRUcAsNg5el7Q+4R30QEiaM7qnNSMVhSDi2sgNfeV+O7v5TwH9laq2bPHga+vgQ7d+rW0KP0Py1DcMOHD8fVq1dx8eJFKBQKtmX1C5aWlhgzZgwSExNRVlbGthw9bm5u2LNnD5555hmDi3QZGjRxm3JLkpKSEBYWhsOHDxtUPaT09HRkZ2dj4sSJEIlEbMvpFI2NQEuJkpFjNdjzv84PPxCtBrX5WWgoyYeF6xCYO3vcclFbrVqN4vgYWA3xh5mNQ0+lGxUaDfDrN1xsW89DY32rGR09hmDHdgajRrEobpAjl8tx9epVVFVVYeTIkXBycmJbUr9QVFSEhIQEhIeHQyqVsi1Hz4oVK3D69GmcPXsWQlpHo0OoSaLclObmZowZMwazZ8/G22+/zbYcPXl5eUhKSkJERAQsjGyZeCdngpJiBlbWBCdSO3c1rWioQ1XGNTBcLqy9R0Ag6lwdmsbyItTmZ8IpOIKVRWvZpqoc2LqOh99/bo20MQzBs88C69czGMS1D1mFEIKioiJcvXoVdnZ2GDFixKA4QWdnZyMtLQ0REREGU9BRoVBg/PjxiIiIwNatW9mWY5BQk0S5KS+++CLOnz+P06dPG8xwVklJCS5fvoywsDDY2NiwLafLRE4miD6li25EZ8hhbnnzbYlWi9qCTDQUdy56dMP+hKD06nmYSu1g6erVQ+XGy6VYBhtX8ZGd1nrs7OwI3n+fwfz5gAHn+g9oWqJK1dXVGDlyJBwdHdmW1OckJyejsLAQEyZMgKmpKdtyAACZmZkICgrCkSNHMHnyZLblGByGkWBCMTjOnDmDXbt2Yc+ePQZjkGpra3H58mWEhIQYpUECAF+f1jNyfvbNz84qeTNKr12ArKYSDoGhsHAZ0iWDBOhmGUk9/VFfmAO1YvBO9x09nuCnk0q8sFYFE1PdNWF5OYPHHgMmRRIY2CztQYOJiQnGjBmD4cOHIz4+HlevXoVmgCeO+fv7w9bWFhcuXIBa3btLE3WXoUOHYuPGjXjiiSfQ2Njx+o+DGWqSKDfQ3NyMxx9/HG+//TZ82mYbs4hcLseFCxfg4+Nj1HkMbRe6zc3s2CQ1VZai5Mo5CCWWcAwMg8Cs+6F5obklRNZ2qMnN6HYbAwE+H1jwnAYHzykQNaP1RBxzmkFQEMErr+hyxij9C8MwcHFxQWRkJGpqahATEzOgT9QMw2DkyJHg8XhISEgwmIkVS5cuhbu7u0HNXjYUqEmi3MBrr70Ge3t7LF++nG0pAHS1kC5evAgbGxt4e3uzLadHtJ/h1v7rR7QaVGUlozrzOmy8h0M6xL9XlhSxdPeBrLoc8vqaHrdl7Dg4A+/vVmHbj0q4eOhmwanVDN57D/DzJzhwQLf8CaV/MTMzw4QJE2BjY4Po6GiDmjLf23A4HIwZMwY1NTVIT09nWw4Anaavv/4a3377LU6cOMG2HIOCmiRKO2JiYvDFF1/g66+/BtcAkn0JIbh69Sq0Wq1BV9PuLG1NUn6bMgCq5iaUXL0AZWM9HIPCIbK277U+eUITmLt4omYQlQS4HRFTtPglRonFr6ggEOqOSVEhg9mzgXumE2RlsSxwEMLhcDB8+HCMGjUK165dQ0JCgsEMSfU2QqEQoaGhyMjIQElJCdtyAABDhgzBpk2b8OSTTw7oaF5XoSaJoqepqQlPPPEE3nnnHYMZZsvOzkZZWRnGjh1rEKatp3h6Alyu7qSc+69JaqosRUniOZhaWMNhxFjwTHo/odPcyQMalRJN5cW93raxIjQBnlmpwf7TSoTf0ToE9+cfDIYNI1i3DpDLWRQ4SHFwcMDkyZPR2NiI06dPD9gTdssiuPHx8aivN4zCr88++yw8PDzwyiuvsC3FYKCz2yh6li9fjsuXLyM6OtogDEl5eTni4uIMrrZIT/H2IcjMYGBiSvC/00loLM2HjfcIiKzt+rTfpspSVGenwDlkwoBd/La7EAKc+B8HW17joby49dpxiBfBZ58yuOsuFsUNUrRaLVJSUpCXl4fRo0fDzq5vvx9skZaWhvz8fEycONEgSiHk5OQgMDAQhw4dQlRUFNtyWIdGkigAgNOnT+Orr77C7t27DcIgNTY24tKlSwgMDBxQBgkA/P5N3pbLGBSkVsMhMLTPDRIAiKztwTc1Q11hdp/3ZWwwDBA1Q4uDsUoseE4NLk937ZidxeDuu4E5cwgGcJqMQcLhcDBs2DCMGDECcXFxyMzMHJDDxT4+PrC0tMTFixeh1Wpvv0Mf4+npic2bN+PJJ59EQ0MD23JYh5okCpqamvD444/j3XffNYjEaJVKhQsXLsDd3R1ubm5sy+l1PD1b8yxkwtGdLg7ZU3QlAfzQUJIHlay5X/o0NkRi4IW1avx0QongsNYhuF9/ZeDvT/D++8AgWqfVIHB1dcX48eORmZmJhISEAVcmgGEYBAcHQ6VS4dq1a2zLAQAsXrwYQ4YMwcqVK9mWwjrUJFGwbt06ODo64vnnn2dbCgghSExMhKmpKQICAtiW0+tUVFSAkFT9/wV5gn7tXyA2h5mtE2py0/q1X2NjqD/BV4dVeOczJaxsdNGLpiYGK1cCQcEEp0+zLHCQYWVlpV8oNzY2FvIBlizG4/EQGhqKoqIiFBYWsi1HP9tt7969iImJYVsOq1CTNMhJTk7Gtm3bsGPHDoNYvDY/Px+VlZUICQkx+pls/yU3NxcXLlxAeLit/rHuLnTbEyzdvSGvq4astqrf+zYmGAaYMU+LQ+cUmPu4GgyjM0vJ1xlMmgQsWEBgQGuWDnhMTU0REREBMzMzREdHo66ujm1JvYpIJEJwcDASExMNIlndw8MDr7/+OpYuXTpgZxl2Bpq4PYghhCAqKgpBQUH48MMP2ZaD+vp6nD59GqGhobC1tb39DkYCIQRpaWnIzs5GaGgoFAprODvrnouYosG2H/t//Ka+KBeN5UVwDBrX5UrexgrRaqFRKaBR/ntTKQFCdHkuhIAQrf5/huEADKMz6v/+TUsW4cP1tki51ppca2FBsGEDg2eeAQwglW9QQAhBeno6MjMzERoaarTV92/GtWvXUFVVhQkTJrCeH6pUKhEYGIglS5YYxEgDG1CTNIjZt28fXnjhBaSlpcHc3JxVLWq1GqdPn4ajoyP8/f1Z1dKbtNR5Ki0txbhx42Bubg5CAImEoKmJgaunFofjlP2vS6tFcUIszJ3cIXE0/rwvrUYDVXMD1Ar5vwaojRn696ZV68wohy8ATyAEhy/4jxni/PsXAEE70wRCoNVqoJIp8Mfv9vj2G180NbUOlfr5NeL114sxejSBUCiEiYkJRCIRJBLJgIuIGgp5eXm4du0aQkJCjLoK/3/RaDSIiYmBtbU1RowYwbYc/PPPP5g9ezbS0tLg4ODAtpx+h5qkQUpDQwP8/PywZcsWPPLII2zLQUJCApqamhAeHm4Qw369gUajweXLl9HQ0IBx48ZBJBLpnwsOIbiSwIDLJTiXrwC/f1OTAACy6gpUZlyDU0gEuGwI6CZajRrKpgYoG+t1t6Z6qJobdeZHaAIuXwiuoIMbXwiuQNArkbPKUg22ruPif7+Y6B9jGIJZsyqxaFE2BIImNDfrkuMtLCxgYWEBS0tLWFpaQiwWD5jPONu0LHg9fPhweHh4sC2n12hqasKpU6cQEhJiEAv/zps3D6ampvjmm2/YltLvUJM0SHnllVdw4cIFnDp1ivUr3YKCAiQlJSEyMtJgVsbuKS0z9LRaLUJDQ2+of/Lgg8C+fbr7B88p4DGUna9hWfJl8E1EkA4xzOidVqOGsrEByqY6vSlSyZrA5QsgEFtAIDaHwMwcArE5uAJhv3+W488x2PAKH1mprabH1pbgvfcYPPooQWNjA2pra1FXV6f/CwDm5uZ600SNU8+oqqrChQsX4OXlBR8fH9Z/z3qLoqIiJCYmIjIyst0FFhsUFBTA398ff/75JyIiIljV0t9QkzQISU5OxqhRoxAXF8d6OLexsRHR0dEYNWrUgAnlyuVynDt3Tr/KOa+Dwo1r1wJvv627/9F3SkTexU59FFVzI0oSz8Fh5Lh+K0VwKwghUDbVQ1ZdAVl1OZRNDeAKhHoj1GKKeEKT2zfWT6hUwI9fcLFzCw/NTa0n6IgJBNs/ZzB8eOu2hBA0Njaitra2nXkCAGtrazg4OMDBwWHAXCz0F/X19Th37hwcHBwQGBg4YIxSYmIi6urqEBERwbqJ3rRpE3788Udcvny5w9+0gQo1SYMMQgimTJmCwMBAfPTRR6xq0Wg0OH36NGxtbTG87ZnEiJHJZIiNjYWVlRWCg4Nv+sO2dy8wf77u/oq3VHhsKXu1X6qzU6GSNcIuYBQrJxei1UBeW43m6nLIaiqg1WhgamUDUytbmFhagydgvwpxZygrBj54g4djh1tPIFwuwQsvMFi7FpBIOt6PEIKGhgaUl5ejtLQU1dXVMDc31xsmCwuLAXPS70uam5tx9uxZSKVSBAcHD4hj1vIbaW9vz3pJlJYk7qVLl2LZsmWsaulPqEkaZOzbtw/Lly9HWloaLCwsWNWSnJyM8vJyTJw4kfWrpN6gxSBZW1vfdjHeixeBsWN192c9qsYbH7I3xVajVqH4cgyshw7vl8rfAKBRKiCrqURzdTnktVXg8AUQSW1hKrWDibkVGCP+PJw7ycHGVTwU5LS+Bidngq0fMZgzR1da4FYolUqUlZWhtLQU5eXl4PF4esNkY2PD+ownQ0YulyM2NhaWlpa3vEgxJlpm/RrC8kzHjh3D3LlzkZaWBnv73luE25ChJmkQ0djYCD8/P2zatAnzW8IYLFFTU4PY2FhMmDCBdbPWGzQ3NyM2Nha2trYYOXLkba9ia2sBKyvd/VHhGnz5G7tlnBtKC1BflAOn4Ig+MyhqpQJN5cWQVZdD0VAHgdgcIqkdTKW24IvEA+LKvwWFHPjmMy6++ogHpaL1dU2dplsLrrOF7bVaLSorK1FaWorS0lIolUrY2dnByckJjo6O1DB1gFwux9mzZyGRSDBq1KgBYZQyMjKQl5eHyZMns/6ez507F2ZmZtizZw+rOvoLapIGEevWrcNff/2F2NhYVk9IGo0G0dHRcHZ2hq+vL2s6eguZTIYzZ87Azs6uS/kQdvYEFeUMbOwJjiUp+ljlrSGEoOTKWZjZOsHCxbNX25XVVKKxrBCymgqYWEghsnGAyMoWXCMZRusJBTkMNr/KQ+w/rSc2gYBg1SoGa9YAXUk9ahmWKykpQWFhIRQKBVxdXeHu7s56CQ9DQ6FQ6I1SSEiI0RslrVarLwvAdmpCfn4+/Pz8EBsbi+DgYFa19AfUJA0SysvL4eXlhT/++IP12QkDaZitZYjNxsamUxGktkyYSHAmRrd9TLYc4pvkrPQX8rpqlKfEwzlkQo8NjFohQ2NZERrLigAQiO2cIbZ3Ac9k8CUkEwKcPMrBltd4KCtq/bx7eOqiSvfc0502Caqrq5GXl4fi4mKYm5vD3d0dzs7Ogyqp9lYoFArExsbCwsJiQFTwb2hoQHR0tEEMu61cuRLXrl3Dn3/+yaqO/oCapEHCCy+8gKysLBw5coRVHS3DbBMnTjT6q1+FQoEzZ87ok7S7+iO8aBHw1Ve6+3v/USBgJPtfxYrUK2C4PNh4d/1qlRACRUMtGorz0FxdDlNLG4gdXGBqZTNoqnrfClkTsOsDHr7bzoVG3fpZuf//CD7eyqC7azmrVCoUFBQgNzcXcrkcHh4e8PT0pDPk0JqjJJVKb5snaAwYyrBbdXU1hgwZgoMHD2Ly5Mms6egPqEkaBOTm5sLf35/1Kf8DaZhNrVYjNjYWIpEIo0eP7taP75YtwKpVuvsbdipx9yx2ygC0RSVvRklCLOyHj4VQ0rlcMaLVoqmyFA3FeVDJmyG2d4bE0Q18E3ZruxgqWWkMNq7i4XJs60lOJCJ4800GK1YAgm7W9SSEoLKyEtnZ2SgvL4eDgwO8vLxgZWVl9OagJ8hkMsTExMDFxYX1GWI9hRCCmJgYSKVS1ofdNm7ciEOHDuH8+fMD+vNFL+8GAW+++SbmzZvHek2ktLQ0cDgceHc2a9VA0Wq1iIuLA4/H61EY38en9X4+CwvddgTfRASJkwdqclJxu+snotWioaQARZdPo64gC2J7Z7iMmQSppx81SLfAy5fgi4MqrN+uhNRWd4ybmxmsXg2MDCI4dap77TIMA1tbW4SGhuKOO+6Aqakpzp07hzNnzqCqavAuZmxqaopx48YhLy8PWVlZbMvpEQzDIDg4GLm5uay/p8uXL0dBQQEOHDjAqo6+hkaSBjhXr15FaGgoUlJSWC3bP1CG2QghiI+PR0NDA8aPHw8+n9/ttlJSgJYL27tmabBxJ7sz3FrQatQojj8DKw9fmNneuCQCIQTNVWWozcsAGAaWbkMhsrYf0FeTfUVDHfD5Jh5+/poLrbb1+D3yCMH77zPoaX1VlUqF7OxsZGZmwtraGv7+/gNiNml3aPkNCgoKgouLC9tyekTLsFtkZCSrOWg7duzA1q1bkZSUNGBz4WgkaYDz6quv4plnnmHVIBFCkJiYCG9vb6M3SElJSaipqUFYWFiPDBIADBkCcDi6a5Q8A4kkAQCHy4Oluw9qctOh1bQvcimrrUJp4nnU5KTC3NkTTsHhMLNxoAapm0gsgFUb1fj+byWGhbQOt+7dy8DXl+DTTwFND+qM8vl8+Pr6YsqUKRCLxTh9+jQuX76MpqamXlBvXFhZWWHMmDG4cuUKysvL2ZbTI4YOHQo+n4+MjAxWdTz55JPQarUDuhwAjSQNYGJiYjB9+nRkZWXB1taWNR3Z2dnIzs5mPdmwp2RkZCArKwsTJkyAmZlZr7Q5xIsgJ5uBSExwJltx20KD/QUhBKVXL8DUygaWbkOhaKhDbV4GlI11MHcZAomjGzhG/F4aIlotcPB7Lj55h4f62tYPQlAwwY7tDEJDe95Hc3MzUlNTUVRUBA8PD/j4+NywruBAp6CgAFevXkV4eDisWoqVGSEtkbHIyEiIxewtKfTzzz/jxRdfREZGxoCcLEAjSQMUQghWr16Nl19+mVWDpFAokJqaihEjRhi1QSosLER6ejrCwsJ6zSABrXlJzY0Mqgzo4pZhGEiH+KGuMAflyZdRlnQRArE5nEZPhIWLJzVIfQCHA8x+TIOD5xS47+HWCuxXEhiMG0fw9NME1dU960MkEiEkJASTJk1Cc3Mzjh07htTUVKhUhjHU2x+4urrC19cX58+fN+qImpWVFVxdXXHt2rXb5g/2JXPmzIGDgwO2bdvGmoa+hJqkAcqRI0eQmZmJF198kVUdycnJsLa2NuoS9jU1Nbhy5QpGjx4NS0vLXm3bz7c1YpCbaSBhJOiWDWksKwKIFsrmJjiFRMDKwwdcXs+GGCm3R2oDvPWxGrt/V8A7QDcERwiDL77QDcHt3q2LOvUEc3NzhIaGYty4caioqMA///yDrKwsaHvasJEwdOhQODs7Iy4uDmo1e0sC9RR/f3/U1taitLSUNQ0cDgebNm3Cxo0bUVNTw5qOvoKapAEIIQTr1q3DmjVrWA3DVldXo6ioiPVZdT1BJpMhLi4Ofn5+fWL02s1wy2b/60gIQVNFCYoTYqFRKWE3fAy0KiXUchnb0gYdQaEEPxxX4uV3VBCZ6SIFlZUMnngCiJhAcPVqz/uwtrZGRESEfsZUTEwM6uvre96wETB8+HAIBALEx8ezGonpCQKBAP7+/rh27RqrZm/KlCkIDg4ekNEk9n+VKb3OsWPHkJ+fj6effpo1DYQQXL16Fd7e3hCJjHM6uEajQVxcHGxtbeHl5dUnfbQ1SWwnb2uUClSmXUF1TiqkXgGw8w+GqYUUFq5DUJOTYrQnEmOGxwMeWawbgpt2f+tJ8NxZBiEhBC++CPTU0zAMAwcHB0RGRsLGxganT59Genr6gI8qcTgcjBkzBnV1dUhLS2NbTrdxd3eHUChkPYn71VdfxSeffGLUQ5gdQU3SAGTjxo1Yvnw5q+YkNzcXarUaQ4cOZU1DTyCE4MqVK2AYpsvLjXQFQzBJbaNHAAOn4PEws2mde27u5A6tWo3G8iJW9FEAO0dg8xdqbP9FCTcvnXnRaBh89BHg60ewb59u+ZOewOVyMWzYMISHh6OgoGBQRJUEAgFCQ0ORlZWFoiLj/HwzDIPAwEBkZWWhsbGRNR1RUVHw9PTEF198wZqGvoCapAHG+fPncfnyZSxdupQ1DQqFAikpKUadrJ2VlYXKykqMHTu2T1+Diwtgaqo7u7GRk6SLHiWiOjsFUq8A2PoFgctvX/KZ4XBh5emL2rwMaNWDJ8HXEAmbpMX+aCWWrlFBYKL73JSWMHjwQWDqNIL09J73IZVK20WVMjIyBnRUydzcHCEhIUhISEBtbS3bcrpFSxJ3UlISaxFfhmGwZs0afPDBB1Aqlaxo6AuoSRpgbNy4EYsXL2Z1amtKSopRJ2uXl5cjNTUVY8eOhYmJSZ/2xeEAQ/8tQF6Yy6A/0wqaKkv/jR7hhujRfzGV2oEvEqOuILu/5FFugkAILHpRgwNnlJgwrbWI0vF/GIwYQfDGG0Bzc8/6aBtVys/PR0xMDBoaGnqo3HBxdHSEj48P4uLioFAo2JbTLfz9/VFdXY2ysjLWNNx///0Qi8X4/vvvWdPQ21CTNIBISkrC33//jRUrVrCmoaGhAQUFBRg2bBhrGnqCTCbD5cuXERgY2G9G0/ffITeNmkFxft9HkzQqJSpSr6A6K7k1eiS4da0chmEg9fRDQ2k+VLKBlXNgrDi7E3yyV4WPvlPC0VUX6VEqGbz7LhAwjOD333veR9uoUnR0NDIyMgZsbpq3tzcsLCyQkJBglK9RIBDA19cXycnJrOnncDhYtWoVNm/eDE1PqqAaENQkDSA2bdqEBQsWwNHxxqUk+ouUlBS4ubmxOquuu7QsOWJnZwe37i7J3g18fFqNUV/nJclqKlEcfwbA7aNH/0VgJoGZnTNqcow3yXUgEnmXFr+eUeLJF9Tg8f+t4J7L4N57gfvuJ8jL61n7baNKeXl5iImJgUw28GY7tqyLVl9fj+xs44yYenh4QK1Wo6CggDUNDz/8MGQy2YBZ042apAFCTk4O9u/fj5UrV7KmoaamBuXl5fD19WVNQ09IT0+HTCbDyJEj+7Xf/ljolhCC+qJcVKRegZWnL2x8R942etQRlm5Doaivgaymsg9UUrqLqQh47jU1fo5WYsyE1iv4w78x8Pcn2LgR6GmaiFQqxeTJkyGRSBAdHY3qnla2NEAEAgFGjx6NlJQUo6z5w+Vy4efnh9TUVNYiOQKBAC+//DI2btxolBG5/0JN0gDhvffew+zZs/tsqvrtIIQgOTkZQ4YM6fM8nr6gsrISGRkZGDNmTL8v1NjWU+b2gUkiWg2qMpNQX5QL++GjIbZz7vZsPS5fAAu3oajJSQUZwMm8xoqnN8HOX1XYsFMJazvdCUomY/Dqq0DgSIITJ3rWPpfLRVBQELy9vXH27Fnk5+f3gmrDQiqVwtfXF5cuXTLKSuSurq7g8XjIzc1lTcOiRYtQUFCAv//+mzUNvQU1SQOA0tJS7N69G6tXr2ZNQ0VFBerq6uDt7c2ahu6iUChw6dIlDBs2jJUV0vuyDIBaqUBp0kWomhvhMDIMQollj9uUOLiCAGgoZS+kT7k5DAPcPUuLg+cUePhptX4R5bRUBlFRwMMPE5SU9KR9Bl5eXhg7diySkpJYnVHVVwwdOhRisRhXrlwxutfGMAwCAgKQnp7OmskTiUR44YUXsHHjRlb6702oSRoAfPbZZ4iKikJgYCAr/bdEkXx8fMDnG9eyFS15SNbW1vDw8GBFg1QKSK3/zSXpRZOkaKhDaeI58E1EsB8+Fjxh70T4GA4HUk8/1BVkQqMaOFN9BxoSc2DlejV++EeJEaNao34//sjAz4/gk0/Qo9mUdnZ2mDhxIsrKynD+/HmjjLrcDIZhEBISgurqalYjMt3F3t4eYrEYWVlZrGlYunQpLl++jIsXL7KmoTegJsnIUSgU2LVrF5YvX86ahqKiIigUCnh6erKmobvk5uaioaEBQUFBfVYwsjO0RJPKiznojcljTRUlKEu6CImjO6y9R/T6grSmVjYQSqxQm5/Zq+1Seh/fEQR7jirx5kcqmFvpzHh9PYPly4HRYwjOn+9+22KxGBMnTgTDMIiOjh5QZQKEQiFCQkJw/fp1Vos0dgeGYTBs2DBkZmZCLpezosHS0hILFizAp59+ykr/vQU1SUbO/v37YWVlhaioKFb612q1SElJgZ+fn9EVjmxqasL169cRFBTEegSs7UK3+dndN2uEENTkZaAqKxk2viNh4eLZZ+bPytMXTeVFUDYNnBPjQIXDAf5vvgaHzinwf/Nbw0eJVxiMGwcsWkRQVdW9tvl8PkJDQ+Ho6IiYmBiUl5f3kmr2sbW1hZubm1GWBZBKpbC1tUV6b1QY7SZLly7Fvn37UFFRwZqGnkJNkpGzbds2LF26FBwOO29lQUEBOBwOXF1dWem/u7QsO+Lq6go7Ozu25fRKXpJWrUZFagKaK0vhGBgKkdS2l9R1DN/UDBIHN1TnpBrdCWSwYmUNvPmRGnuOKuAzrHUI7quvGPj6Enz5JdCdfPyWyMWIESMQFxeHzMzMAfOZCAgIgEKhMMqyAP7+/sjLy2OtZIO/vz8iIiKMeqkSapKMmLi4OCQnJ2PBggWs9E8IQUZGBry9vVkzad0lNzcXTU1NCAgIYFsKgJ6bJI1KibLrF0E0GjgEhoIv6p86VRauQ6BqboSseuBEDwYDI8cQ7P1HiZXrVRCJdWamqorBU08B4eMJrlzpXruurq4YP348MjMzcf369QFhlHg8HoKDg5GSkmJ0w27m5uawt7dnNTdp2bJl2L59O9T9uZxAL2JcZzZKOz777DMsWLAA5ubmrPRfXFwMrVYLFxcXVvrvLi3DbMHBwawPs7XQziRld+1rqTNIl8AVCGEXMOqGtdf6Eg6PD0s3b9TkpoFoB0aF3cECjwc8/LRuCO6uWa0nsAvnGYwaRfDCC0B31re1srJCREQEiouLce3atQFhlKytreHu7m6Uw27e3t7Izc1lbT21GTNmgMvl4rfffmOl/55CTZKRUl1djZ9//hnPPvssK/23RJGGDh1qVFGktsNstrZ9OxzVFYYOBRim6wvdapQKlF2LA99EBFvfIDAsvBdie2dwuDzUF/ewtDOFFWwdgI071dh5QAn3obqxNq2WwccfA76+BD/+CHTVF4jFYkRERKCsrAyJiYlGZyw6wt/f3yiH3aysrCCVSlnTzeVy8fTTT2Pnzp2s9N9TjOfsRmnHN998g9GjR7O2Rlp5eTlkMlm/Lt/RG+Tm5qK5udng1pYzNQVc/z2U+VlMp05KaoUcpdfiIBCbw8Y3kBWDBOjyUaw8/VFXkA21gp2ZNJSeM3aCFvujlXjuNRWEJroPYGkpg4cfBqKmEKSmdq09kUiEiIgIVFZWIj4+HlojLz7adtitqcm41i/09vZGdnY2a2UannjiCURHR7M67NddqEkyQggh2LlzJxYvXsyahoyMDHh5efV7deqeoFAokJKSgsDAQIPU3TLk1lDHoOY2M43UCjnKkuJgYm4Fa+8RYBh2v8omFlYwtbJFbX4GqzooPYMvAJ58QYMDsUpE3tU6fHryBIPAQIJXXwWamzvfnqmpKSIiIlBXV2eUQ1X/xdraGq6urkY3jGhjYwMzMzPk9XQhv27i4OCAmTNnYteuXaz03xOoSTJCoqOjUVlZidmzZ7PSf1VVFerq6oyuLlJycjKsra1hb2/PtpQO8W2z0O2t1nDTKBUou34JQnMppEOHsVrfqS1WHj5oriyDoqGWbSmUHuLkRvDRdyps/V4JJ1ddBEilYrBxI+AfQHD4cOfbMjExQXh4OGpra42ygvV/8ff3R01NDUpLS9mW0mkYhoGPjw+ysrJYW9Nt8eLF2L17NxQKBSv9dxdqkoyQnTt3YuHChaytkZaRkQFPT0+DSXruDNXV1SgqKsKIESPYlnJT2s9w6/ir2ZKkLTCTwNqADBIA8ExMYe7sQUsCDCAm3anFL2eUWLRCDR5f957m5zG47z5gxr0EOTmda6fFKFVWVuLq1atG/fkQCATw9/dHUlISa4ajOzg4OIDP56OggJ3lhCZPngwLCwscPHiQlf67CzVJRkZdXR0OHjyIJ554grX+KysrMWTIEFb67w6EEFy9ehXe3t4QiURsy7kp7Ra67SB5W6tWofz6JfBNzWDjM8KgDFIL5s4e0CgUaKroweJgFIPCVAQsfVWN/aeVCJ3Yagr+9zuDgACC9euBzgQHTE1NMX78eJSVlRn9em/u7u4QCATIyDCe4WWGYTB06FDWalhxOBw88cQT+Pbbb/u9755ATZKRceDAAQQEBLBW3ycrKwuurq6sRbG6Q25uLtRqNYYOHcq2lFtyq1pJRKtBeXI8uAIT2PgEsp6DdDM4XB6sPHxQm5cOrcbw66JoNRqoFTKoZM1QNTdB2dwIZVMDlM2NUMmaoJI3Q61UgBDjTjruDTyGEmz/RYVNu5SwsdedZOVyBq+/DowIJPjnn9u3IRKJMH78eBQXFyMtLa2PFfcdDMMgMDAQmZmZRpXE7eLiAq1Wi5KerHDcAx5++GEcO3bMqKqyM8SY7fwgJCoqCtOnT8eLL77Y730rFAr8/fffiIyMhEQi6ff+u4NCocDx48cxatQog81FakGjAUQiAqWSwRBfLX49o6trQghBVUYSVPImOAwfA4Zj2Mu/EEJQdi0OJhZSWLp7s6pDLWuGsrkBGoUcGqUCGpVC9/ffm97IMYwuMsdwwPy7L0B0f//9ieTwBeAJhOAKhODy//0rEIInNIVAbA6uQMjaa+1vGhuAHVt4+OkLLjSaVkP/wAMEH37IwMnp1vvX19cjJiYGQUFBcHZ27mO1fUdiYiJkMhnCwsLYltJp0tPTUVFRgfHjx7PS/8SJEzF37lwsW7aMlf67CjVJRkRRURE8PDyQl5cHp9v9CvUB6enpqKysRHh4eL/33V0SExMhl8sRGhrKtpROETCMICWZgUBIcDZPAS4XqCvKQUNxHhxGjgPPSE7EioY6lCXFwSk4AjwT0z7vT2eImqBorIeyqR7Kf/+CEPBFYvCEJm2MjQm4AoHe7HD4glsOXRKt9gZz1dZwqeQyqGVN4AqEEJiZQyBuuVkYzfvVXdKvM9iwkofEi63GXSIhWLeOwbJluoKVN6O0tBSXLl1CREQELC0t+15sH6BUKvHPP/8YxUVYCy0Xu5MmTWKlEPGuXbvw9ddf43xPVlbuR6hJMiLef/99/PXXXzh27Fi/963VanHs2DEEBgbC0dGx3/vvDo2NjTh58qRRRb5mzSI4eFB3wv79kgJSSTkq0hJhP3wMhBILltV1jcqMJBCNGrZ+QX3SvkrWBFl1BWQ1FVA01AEg4JtJIDTTGRSB2Bx8U7N+qR+lVavbmTNFY73OOPGFEFpYQSS1hYmVLbg845ns0Fm0WuDIT1x8tI6HuupWszkikGD75wxuFbBIT09Hbm4uJk6caFRD+G3JzMxEQUEBIiMjDTJPsCPi4+PB5XIxcuTIfu+7uroajo6OSEpKgrc3e5HmzmKYiQ2UDtm7dy8eeeQRVvouLS0FwzBwcHBgpf/ukJKSAldXV6MxSADg06YMQFayHBXpV2E9dJjRGSQAsHL3hqy2EvK66l5pjxACeX0NanLTUBx/BsUJsZDVVkJkbQ+HwFC4hkXBMTAMUq8AiO2dITCT9FuBTQ6PBxMLKcydPWDjEwjnkAi4hkbBxnck+CYi1BXlojDuJEqTLqK+KBcqWReKDRk4HA5w38O65U1mParWV46/dpVBRATw+OMEN1sE3tvbG1KpFBcvXjTaYpOenp5QqVQoLCxkW0qnGTJkCAoKClgpLimVSnHPPffghx9+6Pe+uwM1SUbC9evXkZqailmzZrHSf25uLjw8PIzmSqmmpgZlZWXwbTtlzAhom7ydfK4EEkdXmNkaR+Tuv3AFQli4ePWoJAAhBLKaSlRmXENh3ElUpCRAo1LCwm0oXMfeAfthoyFxdNMZIgNLZtcZJytYunvDKSgczqMmwMzaHrLaShQnnEFx/BnU5KZD1Wxci6beDEsp8MaHanzzhxK+I1oNz549DHx9CXbt0kWd2sIwDIKCgqDRaIx2+RIulws/Pz+kpqYajdGztLSEubk5a+UAHnnkEXz//fdG8X4b1q8K5abs3bsXM2fOZGUMubGxEVVVVUa1BElycjI8PT1hatr3+TC9SVuTVFJqAUs3ww9H3wpzJ3cQjRqNZV27ylYr5KgtyELR5RhUZlwDlyeArX8wXMZOho33CJjZOIBjgFXTbwVPaAqJoxvsh42G69g7YOE2FGqFDMVXzqH0Whway4uhNaK6OzdjxCiCvceUWLVRBTOJ7iRYU8PgmWeAsHEE8fHtt+fxeAgNDUVZWRlyOlt4ycBwdXUFl8tFbm4u21I6jYeHB3Jzc1kxKjNmzEB5eTni4uL6ve+uQk2SEaDVavHDDz9g/vz5rPSfl5cHBwcHo8kZKC8vR11dnVGMd/+XtiaprMrWaCJ3N4PhcGDl4YfavAxo1bcO7bcMp1WkXkHR5dNQNNRC6ukLl9GTYOXpCxNzK6M/Hi1weDyY2TjA1nckXMZMgsjaDvWF2Si6FI2a3HSoFTK2JfYILhd4cJFuCO6eOa2lIC7GMRgzhmDZMqC2tnV7U1NTjB07FsnJyUY1PbwFhmHg7++PtLQ01tZH6ypOTk6QyWSoru6d4fCuYGJigrlz52Lv3r393ndXoSbJCIiNjUVDQwPuvPPOfu9bo9EgPz8fHh4e/d53dyCEIDk5Gd7e3hAIBGzL6TLNzXkwM9P9yOZnD4yvp6nUFgIzc9QWdLy4JSEETRUlKE08j/LkePCEpnAKiYB9wCiIrO1ZW7i3v+DyBTB38oBj8HjY+gVBJWtC0eUYVKRegaKxnm15PcLGHli/XY0vDinh6aMbitJqGXz6KeDrR7B3r77CAqRSKQIDA3Hp0iU0NhrfEKSDgwPEYjGys7PZltIpeDwe3NzcWIt+PfLII/jpp58M3lQO7F+fAcKPP/6IefPmsXLSLy0tBZ/Ph42NTb/33R1KSkqgUCiMqiJ4C9XV1UhKuqaPJpUWMZAbd0ABgO4q28rTF42lBVA1txbe0+UbVaAk8Rxq8tIhtneGyxhd1IhvYriV0fsKhmFgYiGFnX8wnEIiwBWYoOzaBVSkJUIlM56ChR0xerwW+04qsfxNFUxMda6ovIzB/PnA5DsIkpN127m5ucHNzQ0XLlyAWm34xUjbwjAMAgICkJmZCaVSybacTuHu7o7i4mJWjMqkSZMgEAhw4sSJfu+7K1CTZOAQQnD48GHWErYLCwvh6upqFMMchBBkZGRg6NCh4HINu+Dif9FoNIiPj4evry+GDdNNEyeEQWGu4R/3ziAwk0Bs74Ka3FQAgKKhFmVJF1GZfg1iWyc4h0RA4ugGDte48oz6Cr6JCNIhfnAKmQAOl4uSK2dRlZUMjdK4FgdtC18ALFymwYGzCky+pzX3KvoUg5EjCVavBpqagICAAAgEAiS3OCcjwtraGhYWFkaTW2Vubg6JRILi4uJ+75vD4eD+++/H4a6slswC1CQZOAkJCaivr8ekSZP6vW+FQoGysjK4uLj0e9/doaKiAs3NzXB3d2dbSpdJSUmBQCDA0KFD2+UldbSGm7Fi4eoFeX0NShLPoyzpEkzMreA8aiLMnT0Mvoo4W/CEJrAeOhyOI8dBq1Kg6HIMajqR32XIOLoAH36jwid7lXBy0w3BqdUMNm8G/PwJfvuNg6CgYOTn56OyspJltV3Hx8cH2dnZRhMJc3V1Za18wb333ovDhw8b9Cw3apIMnMOHD+Ouu+5iZaituLgYVlZWMDMz6/e+u0NGRgaGDBkCnpHNeqqqqkJubi6Cg4PBMEy7hW7/u4absaJVq1Gbnwmi1UIla4JT8HhYunsb3Qw1tuCLxLD1C4b98NFQ1Neg6HIMGkoLDPrkcjsmTNMtvfP0y2rwBbrXUVjAYNYs4IEHzWBmNgIJCQlGYzZasLW1hampKfLy8tiW0imcnZ1RVVUFmaz/x/YjIyNRW1uLK1eu9HvfnYWaJAPnyJEjmDlzJit9FxYWGk0Uqbq6GjU1NfD09GRbSpdQq9VISEiAn5+fvuhl20hS/gAwSbLaShRfiYVa1gTHoHDwhCZori5jW5ZRIpRYwn74GFh7D0ddQTbKky8b9Uw4E1Pg2VVq7D+tRFhk6xDcH0cZ3HOPG/bt80FCQgqLCrsOwzDw9vZGVlaWUdRNMjExgY2NDSvRJKFQiLvuugtHjhzp9747CzVJBkxhYSESExNx991393vfTU1NqKmpYWWNuO6QkZEBDw8Po5vRlpqaCoFAAC8vL/1jQ4e2Pm/MkSStWo2qzOuoSLkCC+chsBs2GgKRGFaefqjNz4JGZRzJrYYGwzAQSe3gFBwOrsAExQln0VBaaNRRJXcvgs9/VmHLV0rYOepeh1zO4Kuv3HHffUPw88+17ArsIk5OTuBwOKwVa+wqLi4urA+5GSrUJBkwv//+O8aPHw9ra+t+77uwsBB2dnYQCg1/gc76+nqUl5e3MxrGwH+H2VoQiwEnZ92JIi/LOL+istoqXfRI3gyn4PGQOLYm/5taWsPEQoravAyWVRo3HB4fNt7DYesbiLqCTKOPKjEMMHWmFgfOKvDoEjW4XN13oKTEDA88YIk5c7QwlpU/WqJJmZmZRmFeHR0d0dTUhPr6/i85cc899+DKlSsoKirq9747g3H+Ag8SDh8+zMpQGyFEP6vNGMjMzISrq6tRVdfuaJitLS15SbXVDOpq+llcD9Bq1KjKSkZFSgIsnD1hN2w0eCY3vi9WHj5oqiiG0sjrABkCpla2cAoer48qNZYVGcWJ+WaYiYEX16nx4wklgkJbh+B+/ZUDPz+CDz4ADLy0DgBdQrRarUZJSQnbUm4Ln8+Hg4MDK5EvGxsbhIeH4/fff+/3vjsDNUkGSmNjI44fP45777233/uuq6uDTCaDvb19v/fdVRQKBYqKioyuLlJKSgqEQuFNo1++bRa6NZYhN7VchtJrcVA1N8AxOBwSR7eblo7gm5pB4ujWo3XdKK3oo0o+gajJS0d1VjKIEeTD3ArvAIKvj6iwbpsSlta619LUxODll4HgEIKYGJYF3gYOhwNPT0+jKQfg4uKCoiJ2DLYhD7lRk2SgHDt2DJ6envBpm8XbTxQWFsLJyckoZonl5eVBKpWysqZdd6mqqkJeXt4Nw2xtafu2G4NJktfXoOTqeV1i8bAxnSoGaeHiBZWsCc1VNIm7tzCV2sJxZBiUjXUou37J6PO+GAaY+aAWv51X4r55NWAY3Qn8ehKDiROBhQsJDHkVE3d3d1RXV7MyjNVV7OzsoNFoUFVV1e99z5w5E8ePH0dTk+EVTaUmyUA5fPgwK1EkQghKSkqMImFbq9UiJyfHqKJIGo0GCQkJ8Pf3h1gsvul27We4GfbXtKG0EOXXL8PS1QvWXgGdXkaEw+PByt0HNbnpA2JhV0OBJzSF/YhQcPlClCSeg7KpgW1JPcbcElj7qQk++iwB3n6tJ9JvvmHg60uwYwdgiB8hoVAIZ2dno4gmcTgcODo6orS0tN/79vX1hZubG44dO9bvfd8Ow/71HaQQQvDHH39gxowZ/d53Q0MDFAoFbG1t+73vrlJWVgaGYeDg4MC2lE6Tm5sLLpd7W2NnDAUlCdGiOjsFtXnpsPMPhsTRrcttmNk5gcvjo6E4t/cFDmI4XC5sfAMhsXdB6dULAyJaxzAMwqe7YdOGE3hlfSPE5rqoUm0tg2efBcLGEVy+zLLIDhgyZAgKCgoMfo0yQLf+XGlpKWtDbkePHu33fm8HNUkGSGpqKurr6xEWFtbvfZeWlsLW1tYolvXIzc2Fu7u7USyZAgAqlQrp6enw9/e/rWZPT4DHa5nhZnivT6NWofz6ZcjrquEwMgwmlt2bgckwDKyG+KGuMAdqhbyXVQ5uGIaBhasXbHxGoDLjmq6Yp5Hnf/FFYlg4OmLKpOs4dE6BGfNaC01eushgzBiCJUsIagxosoOlpSUkEglrU+y7go2NDWQyGRoa+j/6eMcdd+DUqVP93u/toCbJADl16hTCw8NZmX5fWlpqFJGZpqYmVFRUGNUSJFlZWRCLxZ1KiOfxgCH/5nTnZzMwpBxcjUqJsqSLYDhcOIwI7fFitCbmVjCV2qI2L72XFFLaIrK2h8OIUDSWFaEmO8XojZKF61DIqisgFtXhnc/U+PI3BYb46r4ghDDYvp2Bnx/Bt98ChvJSPTw8kJuba/DHnsfjwc7ODmVl/R95jIiIQFZWlsGVAqAmyQA5deoUIiMj+71fuVyO2tpao5jVlpeXBwcHB5iYmLAtpVMoFApkZmZi2LBhnY58+f475KaQMyg3kFnEaqUCZdfiwDc1g61fUK8tK2Ll4YPmqnIoGmp7pT1KewRmEjiMGAtZbSWqs64b/Mn6VvCEJpA4uurrbI0KJ/jppBIr3lLBVKR7XeXlDBYsACZFEiQlsalWh7OzM5qbm1FjSCGum9Ay5NbfWFhYICQkBNHR0f3e962gJsnAIITg1KlTmDx5cr/3XVZWBktLS4M3HoQQFBQUGFUUKS0tDba2tpBKpZ3ex6dNGYDcTPa/qmqFHGXX4iAQW8DGJ7DTCdqdgSc0hbmzB6qzaUmAvoJnYgr74WMhr6tBVUaSUR9nc2dPKBvqIKvVzcTi84HHlmpw4KwCUTNaM7hjTjMIDiZ45RWgsZEttboIjYuLi1FU4La3t0dNTQ0UCkW/9x0ZGYmTJ0/2e7+3gv1fXko7UlJS0NDQgDFjxvR738Yy1FZZWQlCiFEklwO6ocG8vDz4+/t3ab+2C92yvYabRqlA2fVLEJpbwdp7eJ/kgZk7e0KjUqCporjX26bo4AlN4DBiLBSNdajKNN6IEpcvgLmLJ2rz0tu9Bgdn4P3dKnz6kxIuHrohOLWawXvvAX7+BL/+yt4QXEsdIkNfz83ExAQWFhasDLlFRkYaXF4SNUkGxqlTpzB+/Ph+X4NMo9GgoqLCKExSYWEhnJ2dwenFSEZfkpqaCmdn5y7XcjKUWkkalVJnkMTmsB7a+eHCrsLhcmHl7oPa3AxojWzld2OCKxDCfthoKOqrUW3EOUoSR3dolIoOZ+6Nj9LilxglFr+igkCoe31FhQzmzAHuvocgM7O/1QJSqRR8Pp8V89FV2Bpyi4iIQHZ2tkEluRvHWWYQwVY+UkVFBYRCYYdLZBgSGo0GxcXFcHFxYVtKp6irq0NxcTH8/Py6vK8hmCStRo3y65fBNzXrswhSW0Q2DuCZmqKuKLtP+xns8IQmsB8+BrKaCqNNmOdwubBw9UJtXkaH1cWFJsAzKzX4JUaJ8Dtah+D++pPB8OEEb70FyPtxQiXDMHB2djYoA3AzHBwcUF5eDk0/F58yxLwkapIMiJZ8JDZMUnl5Oezt7Q1+On1ZWRmEQiEsLS3ZltIpUlJS4OnpCZGo6zPAHBwAsZi9MgCEEFSmXwOHx9PlIDF9/3PBMAysPP3RUJwHlby5z/sbzPCEprAfNhqNZUVoLDOsGUWdRWzvDABoLL+5fldPgk9/UuH93UrYOenMlELBYN06YNhwgj/+6BepAHRDbqWlpQZfM8nc3BwCgYCV6tuTJ082qCE3apIMiJSUFDQ1NbGSj1RZWQkbG5t+77erFBQUwMXFxeDNHKA7plVVVfD29u7W/gwD+Pybl1Scz0DZz3mUdQVZUDU3wMZ3ZK8mad8OodgcZraOqM1N67c+Byt8UzPY+I5EdXYK5PWGP/PqvzAMB5bu3qjLz7pl1XaGAaJmaHEwVokFz6nB/bcGWXYWg3vuAWbPJuiPnGpzc3NIJBIUFxt23h3DMLCxsWHFJBlaXhI1SQYEW/lICoUCDQ0NsLbuXkHA/kKpVKK8vNxohtrS09Ph5eXVo3pXLQvdarUMCvP6zxg2VZaivjgXtv4h4PL79/MIAJZu3pDVVutnL1H6DlNLa1h6eKMi9QrUChnbcrqMyNoeXIEQjeW3H8YSiYEX1qqx76QSIeNaTdWBAwz8/Qneew/o6yCPi4uLUQy5WVtbo7Kyst/7NbS8JGqSDIiYmBhMmDCh3/utqqqCubk5K8Uru0JJSQnMzc1vueaZoVBfX4+qqip4enr2qB028pKUjfWoykiCjU8gBCJ2jjVXIISF6xDU5KSCEMOeDTQQkDi4QSS1Q0XKFaNbR49hGEic3NFQnN/pJHQvP4Ivf1Phnc+UsLLR7dPUxOCVV4CgYILTp/tOr7OzM6qqqiDvz4SobmBjY4Oamhqo+3kShbm5OYKDgxETE9Ov/d4MapIMiEuXLrE21GboUSRAV6LA0dGRbRmdIjs7Gy4uLj02nu0Xuu17k6RRKlCekgAL1yEQSe36vL9bYe7oDqLVorHUMK4oBzIMw0A6xB8Ml4OqTOOroWRm4wCiUUNe2/nIB8MAM+Zp8dt5BeY9oQbD6F5z8nUGkyYBjz1G0BcT0UxNTWFpaWnws9xEIhFMTExQXV3d732PHj0alw1kIT5qkgyEuro6ZGZmYtSoUf3etzHkIxlTiQKlUonCwsLbLmLbGfpzoVtCtKhIuwKhuSXMnXsWAesNGA4HVp6+qM3PhEZt2ImuAwGGw4GtbxAUDbWoLzL8VevbwnA4EDu4or44r8v7SiyANZvV+P6YEsOCW6OW333HwNeX4PPPgd4OrrE1xb4rsJmXNGrUKGqSKO2Jj4+Hq6trvxdINJZ8JGMpUQDolkyxtLSEhYVFj9vqz+G2+sJcaFUqWA/t+6n+ncXUyhYCsTnq8lkobDMI4QqEsPULQl1BFpSN9WzL6RISB1fI62qgau5eae2AkQTf/KHEa++rILHQRZXq6hgsXQqMDSWIi+s9rQ4ODqioqOj3KfZdha28pFGjRiE+Pt4gCm9Sk2QgXL58mZUokrHkI7VUAzeUk/fNIIQgJyenV6JIAGBuDtg7tJQB6Luvq7KpAXWFWbD2Hg4Ol9tn/XQVhmEg9fRDY1khlN08+VG6hlBsAXMnD1RmXOuw/pChwhUIYWbrgPqS/O63wQXmLNDg0DkF7n2wNRcn/jKDsDCCxYsJemP0SfL/7J13fBv1/f+fp+ltee+ReDvT2WTTAGVTyvhCWYWWPQqUlkJpKe2vLdCWMsso0IYCLRQoBMoohExn7+W995KtYW3pfn8osuPgJLZj606Jno+HH3Es6T5v3Ul3r3vPyEi0Wi1dXV0nv7EJJCEhQZK8pKlTp2Kz2aipqfHrusMRFEkyYdeuXcFQ2zEQRTFgRqZ0dHQgiuK42urzJum7BEwTcHMvejz0VB0gMiULbaRu/Bc4SdRhEUQkpR9O4g6sXJlAJTojBwBDc2A19YxMzqC/qw2P++Qu6rEJ8OvnXLz+sZ2cQq9QFEWBl1/2huD+/veTG28iCEJAhNykykvSaDRMmzaNXbt2+XXd4QiKJJkglScpEJK2+/r6cLvdsrcTvKG2zMzMcR2ZUnDEoNuJSN42ttQhetzoMnPGfdvjRXRmLg6zEWuvvO+8TxUEhYL4vGkYW+oCKuymiYhGpQ3B0j0+SdElC0T++bWD+3/tJCzcq4q6uwVuvBGWLBXZv3/s205KShq4qZIz8fHxkoXc5JCXFBRJMsBoNFJVVeV3keR0OjGZTKOaTC8F7e3tJCUlyX5Wm9VqpaOjg6ysrHHd7pGDbsc7L8kbZqslLm8agkI+YbajUarU6DJz6a2rCKgQUCCjiYgiKm1SQIXdBEEgIjkdc8f4VUSq1XDd7W7+s9nO2ZcMeqhKNwqUlIj8+MdgMo1+u/Hx8bhcLvr6+sbN1okgJiZGEhuDIinIALt37yYtLY3ERP+WXBuNRrRaLSEhIX5dd7R0dXX5fd+MhcbGRhISEsY0guR4DE3eHr+v7ECYLTULbeTJJ5lPNBHJ6QgKBaaTyDkJMjqi0yeDIGBokj43ZKSEJ6Ti6DeOew5bYgo8+aqLv7zrIHOyVzS63QJPPQUFhSL//vfoQnAKhYKEhATZ5yXpdDr6+vr87vHyJW9L7WkLiiQZIFWora+vT/Yz0JxOJ319fQGRN9XY2DjuXiSYuAo3U1ujN8yWkTtu25xIBEFBzKRC+ppqcPt7RstpiqBQEJ87FWNr/ZirxvyNUqUmLC4Zc/vEzBk540wP/17v4I6fOdGEeC/gba0CV14J53xbpHIU84KlCmWNhqioKFwuFxaLf2cpTp06lf7+fmprpc2LU0m6ehAgKJKOh16vJzQ0dNy9M+ONXq/H6XROSHL55MmgVIq43cK4iSSPy4mhudY7uFbmYcwjCdXFERIdS19jFXG5U8e0DbfTgcNsxGEx4bbbcTvsuJ12PE6H965VFEEQEBQKlBotSrUWpUaLShuCJiIKdVikrCoAJxpNRBThiWn0NVaRUFgitTkjIiIpja6KvcRMKpyQiliNFm7+sZvzLvPwxEMqNn7l/Tx89aXAtGkiDz4o8NBDEBp6/O3Ex8dz6NAhPB6PbNMJlEolUVFRGAwGwsPD/bauVqtl2rRp7Ny5k5wc6fIl5XlUTjP27NlDSYn/Tz6BIJICofoOBlsUTMSJTqOB7MO9HRtrhJOqqvFhaKlHHR5JiE7+yfBHEzOpgP6uthEnFLsddkwdzXSV76F5xzqat61BX3sIh6kP8IqAiKR0YiYVEJdTTFzeVGJzitFl5REWl4wqJBSP24VF30nnoV00bVlN6+5SemoOYdF3BdwYj7EQnZGDtbcH++F9Jne0UToQRRwmw4Suk54t8uzbTp5a6SApzRuCczgEfvMbKJ4i8umnx399ZGQkSqVS9nlJ0dHRktg4a9Ysdu/e7fd1jyToSZIYt9tNVVUVRUVFfl3X5XJhNpvHpeHhRDIe88/8QXt7+4Qew4J8qKkGS79AVwcknoTDyuWwY2ptIGnqHNn3nRoOdUgYkalZ6OvKSZo6d9j34HbYMXe2YtF34DAZ0URGERaTQERyBtqIKBQq9ZjWFkURt8OGw2zEZtCjry3D43QQoosjPD6ZsLhEWSfAjxWVRktkaha99ZXH3OdyQhAUhMbEY+nt9AqmCV0Lzjzfw4JlDv76lIo3/qLE7RKorxO44AK45Dsizz4jkJk53GuFgYaNci6g0el0tLW1+X3doqIiSktL/b7ukQQ9SRLT0OBtoz8RuSzHw2AwoNVqCT2RP1hCfPlIci/9N5vNWCyWCe2Wnj+kDcDJfW0NTTWExsTJsifSSIlOm4zLasHSM1jqLYoiNkPvgMfI1tdDZFI66XOXkTJ9AdEZOYTq4sYskMB7UVNpQwmLSyJ2chFps5eQPH0+2ogo+hqrad6+jt76Clw263i8TVkRnZaN02LC1uf/MRVjITQ2Eavef0nRoeFwzy9cvLPWwexFg97Fjz4UKCoSeeIJcDi++bpAyEuSKnk7Pz+fytEkeU0AQZEkMZWVleTk5KBS+depFwihtkDJR+ro6CA+Ph61euwX3xMxXsnbTms//Z0t6DLzxsEq6VCoVOiy8+itr8DjdmMz9tKxfxtdZbtQaUNJnbWYpKlziEhKR6mZuG7ygiCgCY8kOiOH1FmLSSicictmoWXXBnqqD+Cyy3vS+2hQqNREpU+mt6FS8oqjkRCqi8dp7cdp82/CcU6ByF//4+R3LzmITfDuJ4tF4Gc/gxkzRdasGfr8+Ph49Hq9LEZwHAtf8rbV6l/xn5+fT1VVlaT7JiiSJKayspL8I6+AfsJgMMheJPX09ARMPlJSUtKErjFeg277GqsJT0hBHRYxDlZJS3hCKoJCRdueTXQe3EmILo60OcuImVSAOsT/wloQBEKiY0koLCG1ZBEel5vWXRvora84ZQb0RqVk4nE6sXTLu1M0eIV0SHSsX71JPgQBzrvMw4db7Fz1QxcKhVcslZcJfOtbcO21Ir5m24GQl6RUKomMjPS7jZMmTcLlctHUNDGViiMhKJIkRkqRJPd8pN7eXmJiYqQ247g4HA56enomfGTKeDSUdFjMWPWdRAdIyf/xED0e+hqrcdksuGxWkqbNRZeZi8LPHtljoQ4NJ6FwBklT5+EwG2ndtXFIaDBQERRKdJk59DVWB4Y3KSYBq75TsvUjo+DB37t4838Opswa9Ia89ZZ3vMlzz3l7LfnCWXJGp9NhMExsIvzRqNVqJk+eLGnILSiSJKaiosLvIkkURcxmM5GRkX5ddzSIohgQQq6zs5OoqKgJDwmmpkJYmG/Q7dhEkqm1gfD4FFRaeTcPPRF2s4G2vZux9XaRMmOBd6hpS4PUZg2LNjKaxClziMkuoKf6AF0V+3A7h0lMCSDCE1IR3W6svfLOowEIi03EZuyV3JNXNEPkjc8c/OIpJ1E67/fYaBS45x6YO0+koSFZ9iIpIiICs9n/vbKkzksKiiSJkcKTZLVaEUVR1rk+FosFl8tFVFSU1KYcF3+E2gAUCsg9nEbU0iDgHOU53+100N/VSmSqfwsExhNRFDG21NOxfxth8ckkT1+AJjwSXVY+Vn0nNmOv1CYOiyAIRCSmklKyGNHtom33poAppR8OQaEgIiUDU5s8hemRqEJCUYeGY5OBoFMo4LvXecebXPK9wfEme3YLXH31JH75yyR6ZJwTHxRJQfyO1WqlsbHR7yLJbDYTFhYm2+Zl4E0sj4qKQinjpn0ej4eOjo4JD7X5KDj8MXG7BFobR+dNMnc0o4mIRhMuX+/h8RA9HnqqD2BsqSdp6lx0GTkDTTBV2hCi0yfRW1su6xCQSqMloaiEqPRsOg7swNzZIrVJYyYyKR2boXfcR39MBKGxiVgkDLkdTWw8/OoZF3/7r5284sEQ3H//m0Z+gcjrr4Mcc7gjIiLo7+8/7Src5HuVPA2orq4mIiLCbxdZH2azmYgIeSfuBkL1XU9PDyqVym92FhQMCqPRhNxEUcTU3kRkyjCNWgIAt9NBx4HtOC1mkmcsGLZ1QWRqNm6Xg/7OVv8bOAoEQSAqNZuEwpn01pZ7B/bKWNgdC6VGS3j8xI3+GE/CYhOw9nbLbkjvzHkib6928MBvnIRFeD8D+h6BH/wAFi8R2btXYgOPIiwsDLfbjc3m34rNoEg6jamsrCQvL8/vjdn6+/tlL5ICIR+po6ODpKQkvx2/sbYBsPX1IHo8hMXKf0jw0bjsNjr2b0Op0ZI0dd4x86kUSiUx2QX0NlTicbmGfY6cCI2JJ3nGAiz6DnqqDwakUIpITqe/s1X2Hcc1EdEICoUsQ5wqFVxzmzcEt+xbg1V4mzcJzJ4tct99YBxZY/kJR6lUEhYW5veQW15eHvX19djt0sxrDIokCamqqiIvz//9asxms19n8IwWURQDwpPU29vr1y65YxVJ5o5mIhLTAmpGG3i7Zncc2I4mMpr4ghknnJcWFpeEOjQcQ7O0AzFHijo0nKSp87Cb+uipOhBwQkkbqUOp0cq+ak8QBLSROuxm/1ZmjYbEZHj0yXaeeKaCzByvx8vtFnj6aSgoFPnXvxiXcUQnixR5SWlpaWi1WskG3QbWWfMUo7m5mczhetVPMHIPt1mtVtknbfuq7/wp5MbSK8ntdGDRdxKRlD5BVk0MbpeTjoM70EbqiMudOiJvnSAIxE4qxNTWgNPa7wcrTx6VNoSkqXOxm/rQ15YFlFASBIGI5HTMHc1Sm3JCNBFRI571JxXaiCimFrfw73UO7nrYiSbE+1lobxO4+mo4+2yRigppbQwPD6e/37/fLYVCQXp6Oi0t0uTwBUWShLS1tZGSkuLXNd1uNxaLRdYiyZdYLuekbd/dlD/3Y0wMxB/u4DvS0SRWfSea8CjUofKtZDwaUfTQXbEXlTaUuLwpowpnaiKiCE9Ipbde2lEGo0Gl0ZI0dQ6Wng5MbY1SmzMqwuNTsBv7cDukCYWMFG24/EWSKjQcl9WCWiPyg/vcfLDRwdJvD4YyV68WmDZN5JFHwOLfJuIDSFXhlpKSIsnsOAiKJEmRQiT19/ejVCoJCZFvr5xAyJnyVd/5u0LQ503qahcYSWGRRd8VcLlIvfWVuO024vOnIwij37+6rDxsBj3WAJkxBqDShpJYWEJfQ1VA2a3UaNFERMm+Z5ImIgqXzSLrfDV1SBiixz0gONOyRJ5508mf/+EgJcMbgnM6BX77WyieIvLxx/63MSiSgvgVKUSSxWIhLCxM1lO85Z4zBdKNdSk4ctBt7fGPocftxtbXTWjsxA3eHW/MnS30d7aSUDRrzN2zlWoNuowceuvKEUV5VTQdD22UjticIror9vh93tjJEBabIKsS++FQarQoNVoc/fL1JgkKBSptKK6jQsXLz/Xw/kYHP7jXhUp9uKFsvcDFF8PFl4jU1/vPxvDwcCwWi9/DwikpKbS2SlO5GhRJEiGKIq2traSmpvp1XZvNJmsvEsg/Zwq8niQpqu9Gk7xtM+hRqLUBM6fNZbOiry0jPn/aSYcHI1MyvZ3l2+WfL3MkEYlphMWnBFQid2hs4uEKSrlXuQVCyC1sWIEcGgZ3/dzFu+sczF0yuJ8/XiVQXCzyu9+BP4q/QkJCEEURh8O/XeNTU1ODnqTTjd7eXhwOh989SYEgkuQebpMiadvHkOTtE4gkq76TsNgEWXsNfYiiSE/1QcLjUwiNOXnPl6BQEDupgL7GqoAbAxKTnY/bbguY/CR1WAQKtRqbQS+1KcdFEx6FXeYiSR0aftyig0l5Ii+/7+T3rziIS/SKaKtV4Oc/h+kzRFavnlj7lEolarXa772SguG205C2tjbCw8P9Pj/NbrfLWiR5PB7ZiySz2YzH45Fk9t2Rg26Pl7wtiiLW3i5CAyQfydzRjNPaT0x2wYmfPEJCYxLQRuowNNWM2zb9gUKpIi5vKn0NVTit8g+7CYJAWGwiFn3XiZ8sIZqIaFmH28DrSXKd4JgLApx7qYf/bLbzvVtcKBResVRZIXDWWXD11SITGZnSarWSiKRguO00Q4p8JPB6krRard/XHSmBkFjua3QpxViXnBwQBO9J8XhtABxmIx63m5CoGH+ZNmbcLid99ZXE5RaPOQ/pWMRkF2LuaA6I8RlHEhIdS3hiKr315VKbMiJCYxOw6jtlHSLURkThsvbLPHn7+J6kI4mMgp/81sXbXzmYPmcwBPevfwkUFoo88wxMxFsNCQmRzJMkxecrKJIkoq2tze/5SOAVSaGhoX5fd6QEQmK5VPlIACEhkHl4Rm1jrXDMBnO2vh5CdXEB0UDS2FyLJjJ6XMJsR6MOCyciOeNwErd8L+DDocvIwdanl+3g3iMJiYrF43LJuj9VICRvq0JCcdmto/qsFkwT+dt/nfzyz06iY72vM5kE7r0XZs8R2bx5fG2UQiSlpqZisVgwmUx+XReCIkkyWltbg56kYQiEnCmpu4H78pLMRoFjRTjsZgOaSHmPdQHv2BFTWyO6rInrPK/LyMFhNmKVeTjoaJQaLVFp2fQ1VMpe4AkKBZqISBwy7moN3rwkOSdvKzUhIIp4XM5RvU6hgEuvdfPhZjuXXjfoPtq3V2DhQvjBD0S6x6lLQ0hIiN9HhERHRxMSEiJJXlJQJEmEFOE2URRln5MkdxEH3pwkKbuBF45g0K2j34g2XL4dy30YmmoIjUlEGzFxgk6hUqPLyqO3vlx2Q05PRFRqNk5LP7Y+efchAvkLEAB1eCROq3xDrwqlEkGpGnNzTl0s/PIpFys/s5M/dfCz/vrrAgUFIq++Cif7FZDCkyQIgmR5SUGRJBF6vZ64uDi/rulwOBBFUfYiSc72eTweyYXm0DYA3/wKu50O3HYbmgh5iyS300F/VyvRGZMnfK2IpHQEpQpja8OErzWeKFQqIlOzMLbI3+6AKLHXaHH7uXx9tCg12pPuYD59jshbXzr4yW+dhEd6vZB6vcDNN8PCRSK7d49921IkbgPExcWh1/u/gjIokiTCbDb7vTrKZrOhVqtlPe5D7iLJ52aW0tt1pEgarqGkw2xEFRKGQqX2o1Wjx9zRjCZShyZ84r8HvrluhuYa2Y/QOJrI5Azspl7ZJ597q8dMsg4NjocAmWjGy0aVCr53i5v/bLJz3ncHQ3BbtwjMmSPyox+BYQzRUSk8SQCRkZGSdPsOiiSJMJlMkpT/azQav645WuQuknzhQCkq23wM6ZVUNbxI0sg81CaKIuaOZiKTM/y2Zkh0LKG6eHobqvy25nigVGsIjU2S/SBZdai3S77ck7fdDv9f4EeDUj2+Qi4hGX73souXP3CQneeNtXk8As8+C4WFIm+/zTELQIZDq9X6vZkkeEVSMHH7NMJkMvm9F5Db7UY1ziXW443UoawTIQcRl5kJWu3h8QTDeZL6DbIPtdlNfXhcLr/PlYvJLsDS3YbdJO8E46OJSEqjv0uaEuiRIggCmnB5J28rNVrcToes96NKo8XtHH9v17wlHt5d6+DuR5xoQ7zvv71d4Jpr4FsrRMrKRmifSoXb7fb7PoyIiAiKpNMJKcJtLpdL1iJJFEVZiJDjIYfEcoUCcg8XgzXVCbiPmgZhNxtlL5Ks+k5CYxP83qJAFRJKVGp2wLUECImOAVHEbuqT2pTjIve8JKXa+92Vcxf2iQwJqjVw04/cfLDJzpnnDZ441q4RmDFD5OGHof8EjkDfNcTl535TwXDbaYYUniS5iySXy4UoirIOCcrF01VwOOTmcgq0NQ16k0SP25u0LfN5bRZ9l9+9SD6i0ifhsluxdLdLsv5YEAQFoTEJsm9joA6LkHW4TVAoUKjUss5LUqjVEy7iUjPgqTecPPOWg9QMbwjO6RT4/e+hqFjko4+OHYLz5bT6WyQFPUmnGUFP0jfxfenkbKNcPF35+cO3AXA57CAIKNTyFZpOaz8um4UQnX+rO30olCp0Wfn01lficcu3+/LR+Lpay5nASYyWb16SQqlCPNo9PEEsPcfDexsd/PB+F2qNVxU1NQp85ztw0cUidXXD2KdQoFAocPvJRh9BT9JphhSJ24EgkpRKpay7bctFJB05w63hiPEkbocdpVoj731o0KONikGhlO6zGJ6QglKrxdhSL5kNoyVUF4/T2i9rETLeSccTgdyFnKBU+VW8h4bBnQ+5+Pd6B/OXDgqf/34iUFws8v/+HxzdO1KlUkkSbgt6kk4T7HY7TqczGG47CrnbB/LISYKjeyUdJZI00tt3PBxmI1qJc6Z8LQGMLfW47FZJbRkpCpUKVWi4rCfZKzVaPC6nrJt2yl0kKZRKv3mSjiQrR+TF95w88VcHCcler5LNJvCLX8DUaSJffjn4XClEUjDcdhrhcxlK4UmSc4+kQBFJcvAkHVckqeUvkjQT2GF7pGgjdYTFJ9FbXym1KSPG29VaztVj3jDvRFRnjRdy93b525M0ZG0BzvmOh/9stnPt7S6USq9Yqq4SOOccuOoqkZYW6TxJwXDbaYLJZEKhUPh90KzcRYjcRZycxrrExUFMzOE2AEeKJKe8PUmix4PDYpJNHyddVj5WfRc2g/yHyP7yrpv5bNV/ZDegdUfpekoSQjEZ+hAEBQq1RtYiRDlBJfbjxdO/+jket0vS6svwCPjxr128vdrBjHmDXq133hEoLBT54INMbLZguC3IBCHVpHu590kKBBEHoFZL38laECDvsDepvUWB1eL9Xe7hNl9oSxXi3xuEY6HSaInOmExvXVlAtATQ9/Xh9B1smaKSezhLpcbjZy/IaHC4nAiCgOjxf8jtaPKniLz+sZPHnnWii/V+P8xmgeefz2HaNDuCsIirrrpqyGt++9vfsnDhQsLCwkY8CNxsNnPXXXeRnp5OaGgoRUVFvPjii0OeExYWhl6v51vf+hbh4eHodDqWL1+O1eo9p9jtdq677jqioqIoKCjg66+/HvL6J598krvvvnvU+yAokiTA4/FI4jFxu92Sdoo+EXIXcb6LqFySoo8cdNtU5/1d7iLJZ59c9iFAVGoWHpcLc2eL1KackP5+y7gKEFEUxz1sIvecH0EQRtdi2s/4jsdY85LG+5gqFHDx1W4+3GInPukjwJtvZjbnAKWoVCvpOqIzhcPh4IorruD2228f8Rr33Xcfn3/+OW+++SZlZWXcd9993H333Xz00UcDzykvL6elpYVzzjmHbdu2sX37du66666Ba9orr7zCzp072bx5MzfffDNXX331wDm7rq6OV199ld/+9rejf/+jfkWQk8bj8UgmVuR0cToauYs4z+FkVLnYOFxeksftkvXMNrfDjkojfbjySASFkphJBfQ1VOFxOSW15ctVH3DF0jksyIhheX4at152PtYjuvv1WyyIbhcXlOSzPD+N3//0XpzOQZv/++9/8r2zFrEoO4GzirN56NYb0HcNtg3whcY2ff0l3ztrEfPSotm9pRRRFPn7c3/iwjlFLMiI4crl8/hy1Qdjeg8iAh+++TeuP3cphl49rY0NlCSEsvqTD7n5O9/mjMxYrlw+j73btwx53Vcf/4fLFs9iXlo0588q4I2/PD3w2D//+heuWDpn4P9rPl1FSUIo77z20sDf7rjiIp79zS8AeOnJ/8f/LZ/PJ+++zfmzClgyOYkHb76OfrMJBOGEXsN+s4mHb/s+Z2TFcfaUSbz50rP88JJz+MPPHxh4jtPh4OnHHuacaZM5IyuO6769hB2l6wceX/XPf7AkJ5lNX3/JdxfOZGFWPHdeeTFd7W0Dz3G73fzxFz9lSU4yy/PTePqxh3G7PYiiOJD8fqJjc6xjOt5Ex0BWzp845zt/IjdvMDforbe0FBSIvPwyeDzw2GOPcd999zFt2rQRb3vz5s3ccMMNLF++nOzsbG655RZmzJjBjh07Bp7z/PPPExUVxc9+9jOmTJlCXl4el19++UAhTVlZGRdffDFTpkzhzjvvpLOzk+7ubgBuv/12nnjiCaKiRh/ml8fZ/jRDKpEkiqKsRRLIW8TJzZM0ZNCtLy9J5sfY60mSXw+n0NhENGERGJpqJbOhq72Nh2+9gUu+dz0flO7hrx9+wYoLLhlyQd+4+ks8Hg/Pv/0Bv37+r6x65x98/K9/DDzudDi442e/5J2123jqjXdoaaznl3ff8o21nv71z7nnkV/zQeke8oqn8sLvfsWqf/6Dh598lvc27OLaW+/mkTtuYkfphlG9B5PRwJb1axBFkZff/4zomNiBx1743a+4/o57+dearWRNzuWhW28Y8Hgc2ruLB394Ld++9Ar+vX4Ht/3kEV58/Nes+qf3vc1ZtJSa8kP09ngvejs3bUAXF8/OTV77XC4Xe7dvYfbCJQPrNdfXsubTVTz71gc889b77Nq0kb8988cReZL+9IsH2bNtM0//4z1efO8Tdm8ppXzfniHPefSeW9izdTOPv/IG767dztkXf5c7/+9iGmqqB55js1p44y9P85u/vMZrq76kraWJP//qoYHH//GXp/no7Td49OkXef2T1Rh6e1nz6So8HhERcWC/jeTYHH1Mh+OyxbNYmBV/zJ/LFs867n4B2LbhSa64/Enmn/EWao039NvbK3DbbbDgDJFdu064iW+wePFiVq1aRUtLC6IosmbNGiorK/n2t78NQGdnJ2VlZSgUChYuXEhSUhLLli1j48aNA9uYMWMGGzduxGq18sUXX5CSkkJ8fDxvvvkmISEhXHrppaM3DJBvbOMUJuhJGh65izg5i6T6agVweJ6STOwbDo/bhaCUn6dLEARiJhXSvm8LEcnpA8Na/Ul3Rzsul4tvXXAJqRlZAN+42EVER6PSaEnKyGRS0VSWnHUuW9ev4bvX3QTAd665YeC56dmTePB3f+Lac5ZgMZsJO6LlyO0P/oIFy1cAYO3v582XnuXlDz5jxtwFA6/dvXUT77/xKnMWLWEk9HR18uAPr+OG667lgiuuJjR86D687o57WXLOeQDc9uAvuHzxLJrqapiUV8CbLz7LvKVncsuPvQIiKyeP2soyVr7wZy6++jpyi6YQHRvHzk0bOOuiS9lRuoHrbr+Ht15+HoCDu3fgsNsomb9wYD2P6OHXz/+V8AhvFfEFV17Ntg1ruOn2OwcEyHD0m018/M6b/O6lvzN/6ZkA/OrZVzhn2uSB5zTV1fL5B+/y+b5qEpNTAbj+zvso/fpLVv3zDe5+5NcAuJxOfv6H58iY5H3tVT+4jVf++PuB7bz18vPc9KMHOOsi7wX85398js1rvvTaJ47u2Bx5TI/Fc//8Dy7nsUNxKvXxJcH5l19FamY2SWEqsov11P9sGS7n7+jpPBuA7dsEZs/2PvfOO7OOu60jefbZZ7n55ptJT09HpVKhUCh49dVXWbx4MQC1td6bF4PBwM0338zMmTN54403WLFiBQcOHCAvL4+bbrqJffv2UVxcTHx8PO+++y69vb08+uijrFmzhkceeYR//etf5OTk8Prrr5OWljYi24IiSQKk9CTJHbkIkOEQRVE2oTaAvLzB3xsCxJMkZyGsCY8kLC6JjoM7SZmxAEHw77HOLSxm3pLlXLl0LguWr2DBsm9x1oXfIUoXA4AoepicX4jH5cRhMaMKCSMuIYnq8oMDicjl+/fyyp9+R8WB/Rj7egdCxK0N9UwuKMRzOM+laOqMgddUlx3AbrNx++UXDrHH6XRQcMTzjoVvm7dddj7FM2YxbWox9r5uPK6cw4+7Dr+/ooFtxcXFA9DT3kbWpBxqK8pZfu4FQ9aaPnseb738PE67HaVSyaz5C9mxcR1zFy6hpuIQl137CW+88DQ1hw6wfcNaCqbNJCQkBI/LhejxkJqeSWhI6OCa8Ynou7pwWsw4+03HfF9NNdW4nE6Kp5cMPCc8LJysyXmIHhGPy8WhPTsRRZHvzJ8+5LUOh51oXQwelwuPx01IaBhpGZkD24mNT0Df3YnH5cJkNNDd0c60kjkDjyuAouklqJRKXDYL1TU1Jzw2wx3TY5GccmJhcLxtfOfq6737aOtqstLT+dNrT3HtuUt5+Il9/O7BoeG1F144k8jI9CHh4GPx5z//mc2bN/PBBx+QmZnJxo0bueOOO0hISGDFihU4HN4xLR6PhxtvvBGAkpISVq9ezeuvv87vf/971Go1L7zwwpDtfv/73+eee+5hz549fPjhh+zdu5cnn3ySe+65h/fff/+EdkFQJAUJErCEhUF6hkhzk0BDrTyFR6AhiuC2W2netkaS9R+6/0eUl5ezZ88e3nz+Tzz//37Bk08+SVJSEv1dbTgP5yf1VO2nBzB3NGHt66Fp62psNhu333ILM2fO5O47biM6Opquri4ee+wxmnZtQN3XQueh/d7XH9qOvdHrWWqv9PaJ+vnDDxEXN3RUjEqlomnr6uPa7NvmzGlT2Vy6DucPv4/H5Rp4XUdHBwDdZbtosvcBg73i2g/uoElhx9FvxNhSN2Stroq9IIo0bV2NUqlkcmoi//vfZ+Qkx5GdlUVf+U6KCvL56p+vsWXLFvInTRp4vaG5Fo/DNmR7fY1VOKz99DVUARzzfbUd9lq07SnF1ZIw8HdHvxFTeyNNW1fTXbkPhULBH//w5DdunEJCQmjauhp9zSEUwtB1eqr2Ix5+T/2Hj2Vn2S6aFIOJ7tbersP7deeIjs1wx/RY3H333XR1HXv+X0JCAs8999xxt+HDZujBY1ShUDzAC79LHfY5LpeRTz/99LjbsdvtPPLII/zsZz9DoVDQ3NxMdnY2CxYs4OGHH+bRRx8d+AwdTVFREY2NjcM+9vXXX3Po0CFee+01fvKTn3D++ecTHh7OlVdeyfPPPz+i9whBkSQJCoVi4A7Pn8j1Dv5I5OztEgRBkuN2PAryobkJjL0CfXpGlJQqJYKM7XP0m7DqO0iefgbq0DDJ7MhccBbn4E3qvXBuMeWtPcy5+HuEJ7yLR2NAoVKRUDgLTXgkkZ/8j5CePjLmr6Bs726MRiMPPvUyyWnpAHz63r8ASJ42n4yp0+lwe/PB0ucsIzJaB0DslHlofvELPFGJzPvO1aO217fNh555lVeffpLS0k0sOvt8smfOA0DZ1DDEBgCToQ+AxOLZZMxfQsHMudS2dJAxfzBc9MH/1pCVk0f2wnMAOCsqmddee429VXWccfb5ZMxfwaLzK9izdROVVdXc+MAjA6+P3rAVzYFDQ7YXs7cclTaU+PwZGJprSJ42f9j3EztlHqoHH6SXUGYdfr3ZZKS9o5MFK84jY/4KFsZn8sc//hFtag4lCxYNv536NhQq9RAbqvXeHB7f3+KTkumwujn38P9dLhf1TXfhcrvJmLV4RMdmuGN6LF58/3NcxylOUKnUpGRkHncbAJs/qeW/n2Tw1WfReDwXYBimv+lPf/oJL79s5Pzzzz/utoxGIy6Xi3nz5nHuuecO/P2TTz4B4Pzzz0cURX7+859jP2o+SmVlJeedd943tmmz2bjzzjt5++23USqVuN3ugfOO0+kc1dy5oEiSAKlEEshfhMjdPpBXyCg/X2D14RvV+mqBJK28y5u9wzulrSAbDlEU0deVE5mciTZSmkaX+3duY9v6tSw4cwWx8Qkc2Lmd3p5uJhcWo1CpEAQFgkLA43aj1Gi9f1MI3oHGKhUpWdmoNRre/fsrXH7DzVSXH+TVp58EvKMuFCoVisOtRxQqFYrD7TYidTFcf8e9PPWrhxAFgZL5C+k3Gdm7fQuh4RFcfNW1x7X7yG3++DdPsu6dv7HqnTe5JDqOSXkFAzP6fDb4nnvk366/816uPWcxrz7zB779ncvZu30r7/7tFR564pmB5+ZPnU50bByff/Auf37j3yhUKuYuWc7Tjz0MwKyFSwaeKygUgDDw/4G/CSAoBG/Ty2O0G4nUxXDR/13LM//vEXTx8cTGJ/DiE7/xDnZVel83qaCI8y+/il/+6Fbuf+xxCqfNpE/fzbYNa8ktmsqSs89FoRjcL8PtK4Dv3XInf3/uKbJy85mUX8ibLz6L2WhAQEBQqYiMiDrhsRnumB6LtEmTj/v48aitqOOFxw/SWHMO1WXTv/H4WWeL3HWnwPTpjRgMelat2oXb7ebgwYMA5ObmDoziKiws5Pe//z2XXnopcXFxLFu2jIceeojIyEiysrJYt24db775Jk899dRAX7qrr76a559/nvfee4+ZM2eycuVKysvLee+9975hy69//WsuuOACSkpKAFi0aBE/+clPuPHGG3n++edZtGh4YTscQZEkAVJ6kuQsQkD+Ig7kJZKOHHTbWKMgaYq8j7G3h45DajO+gVXfidNiJrFwpmQ2hEdGsWvzRt565Xn6TUZS0jO5/7HHWXzWtweeExoSAqI4bC+s2PgEHnvuFZ7/7aP8869/oXD6TO577Pfce+3lJ1z7joceJSY+gb898wd+01BHZLSOomkzuenen476fRTPnI3BZOaWS8/l1Y/+h1p94mrGohklPPHqm7z4xG/4659+T3xSMrc/+Asuvvq6gecIgsDsMxaz9rOPKTnDe5HLnzKNiKho0rKyiRihuB1JccOPf/MEv33gbu655rtERERxw9330dHajEY72L7iV8++wqtPPc5Tj/6MzrZWdDFxTJ87j8VnnXucLQ/lujvupbujnUfvvgVBoeCS713PmedfjEIhIOC1cTyPzVhoa4b3V6p4b2Ueht6iIY9pNFZuvFHgvvtCKDjct+373/8lK1euHHiOT6isWbOG5cuXA1BRUYHhCPfTv/71Lx566CGuueYa9Ho9WVlZ/Pa3v+W2224beM4VV1zBm2++yX333Yder2fGjBl8+eWX5OTkDLHpwIED/Pvf/2bPnj0Df7v88stZu3YtS5YsoaCggLfffnvE718Q5XxGPUU5cOAAixcvpq+vz6/rlpaWkp6eTlbWyKsO/El9fT1tbW2cccYZUpsyLA6Hg88++4wLLrhANk0vP/sMfN7sm37k4spLtxAWl0Rkcoa0hh0Dm0FPd9V+0ucsk9qUAUSPm9ZdpURlTCYyKV1qc46Lo99I+/7tZC44fhWTlHQe2kloTAKRKScO20hBf1cbprZGkqcPH24bDmt/P+dMz+H+xx7n0mu/P3HG4R3d07j5S9LnLpesMawowrYNCt55Vcm6LxR4PENFZU6Ohe9/v597703AX3Pa161bx0033URNTY1/FjyMPM70pxkKhWJUMdHxQqlUyi6n5kiUSqXfhyaOhiM9SXLh6IaScu927LNPTt44Y2sDCpWKiMSRlQRLidw7qoP8bRyJJ6l83x7qqiuYWjIXs9HAK3/6HQDLz7vwuK8bD3zVgIIEUxnMJvj4X0re/ZuS+qqhCekqlch3vwt33SWgVO4lNTWFiIiEY2xp/JGq2XBQJElAWFgYFovF7xcKuYsQKSZLjwaf98jpdMpifhtAVhao1SJOpxAQIkml9c5sc9mskiZH+3DZbRiaakksni0b0XY8nJZ+v++3//fA3Xz6738O+9j5V1zNI38cWg3lkrlI6uvuZOvXX/GnC4dPKH6/1NsN8R8vPEN9dSVqjYaiGSW8/vFXxBxuXTCR+MaRCAr/iaTqMoF3Xlfy33eVWC1DvwfJKSK33Spwyy0CKSnev23Y4P85m76Zp/4mKJIkIDIyEo/Hg9Vq9etBDwQRIoWHbaQIgoBWq8Vms0nyZR0OlQom50BFOTTWCQhKLe5+84lfKBGCQoEmLBJHv1EWIqmvsYrQ2ARComOkNmVE2M1GNOH+TSy/48FfcP0d9w77WERk5JD/i6IHj9Mha5EUGhLCnKVn8q+L/m/YxxOSU0lJz+Tt1Zv8bJkXj8eNoFBOuGh3OmHtpwreeV3Jzk3fFGRLlorcfZfAd74jcPQ9oRTDyE0mE5FHfd78QVAkSYAvw99kMvldJMlZhMhdxIG3B4rNZpPajCEUFnhFksMm0NMTRhitUpt0XDQRUTjMBsLjkyW1w27qw9LdQeqskVe6SI2j30h4Qopf14xNSCQ2IXFEz/Ul5SvV8hVJottJdFwCusycEz9ZAkS3a6AicCLoaocP/qHk/TdUdLUPFWLh4SLXXSdwxx0wbdqxRZpUIinCXwlQRxAUSRKg1WpRq9WYzWaSkpL8tq5KpfpGnwk5ESgiSW77MD9/8GTW0hLG5AR52Xc0mogo+rvbJbVBFEX0teVEpWUPhADljsflwmXtRxshTYuCkeB22FGo1IdL8OWJ22FHG6mT2oxj4nG7xz0fSRRh9xZvSG31J0rcrqECKL/AW75//fUC0dEn3p4UIslsNgc9SacTkZGRmEwmv66pUqkGurzKEZ+nS05JvUcjR0/SkcnbzY0hZOkc8t6H0bHoa8vwuFwn7OsyUfR3teF22IlKmyTJ+mPB2teNOjRc1qEst1Pe+UgQAInl4+hJspjh0/eVvPOakuqyocJVoRC5+GK4806BFSuEUY18DIbbgkw4ERERkogkOXtqfF86l8slm8ToowkJCcFqtUptxhCOFElN9RqYJso6L0QdGo4qJAyboYewOP95Un143C76GiqJyS4YaMQXCFj1XYTGjizsJRVyFyDgszHkxE+UCO8Q6JP7XDbUCLz7upKP/qmk3zRU/SQkiNx8s8CttwpkjqFLg8fjwePxoPTzdycYbjvNiIyMHJhf5C8CQSQJgoDD4ZCtSNJqtfT29kptxhCObCjZUKtAqQ3BYTETKuOLVVhsAhZ9pyQiydhch0obSpjEOVGjQRQ9WHu7SCgqkdqU4+K0mFGHhkttxjERPR48LqeshZzH6UQ5ggacR+N2w/r/KXjnNSVb131TwMxf4A2pXXGFgPYk3r4vr1WKcNvR8+v8QVAkSUTQk/RNBEEYCGeFh8vzRCvHnKTERIiKEjEavW0AtBFROMxGQnX+P6GMlNDYRLrKdiN6PH7NX3HZrBhb60maNk+24cjhsBl6QRBknUsD4DAbiUiWb0NOt9P73R2LCPEXo/XG6bvhP28qeW+lkvbmo4ftilx9tbe30axZ4/N5911DpAi3SdEIOSiSJEIKT5Lc+yQBAyX2ckWOOUmCAHn5sHMHtDUJoNbhMBulNuu4aCN1KFQqLPpOv1a59dZXEBafgjZiBNmpMsLc0UJ4QoqshZ0oijj6TWhkvG/dDjtKtUbW+9HlsKMJO35YSRThwC6Bd15T8r+PlDgdQ9/PpMkid9wucNNNArGx42yfy4VSOfEtCo4mmLh9miFF4rZWq8Uhw7lZRyJHEXIkPk+Sx+ORpPvrsSjIF9i5A0RRoLMnBp2yWWqTjosgCEQkpWNqb/KbSLIZ9Fj7ukmbtcQv640XbqcDq76DlBnyHNfjw2n1FoXIOdwm93wk8CW/D+8Ftlnhfx8q+ddrSsr2Dj3/CILIuefBXXcKnHuuwESdnux2OxqN/z1xwcTt0wwpwm0hISE4nU7cbrffk+5GitxFkvZwMN9utxMaKp/S8SPzktrao4iIs+BxOVGo5JnbBRCRlI6hqcbrfQif2JOfKIro68qJTs+RdT7KcJjam9BGxqA+gXdBahxmA5rwSFl7aQInsXyojS0NAv/+u5L/vKXE2Dt0/8bEiPzgBwK33SaQ44fWTzabjZAQ/wvNYOL2aUZsbCw9PT1+XVOj8bqZ5Z7z4+8w5GhQKBQDIUE5iaShFW5qClNDcJiNhMg4L0mp1hCekIqhqZaEwhkTupa5oxnR7SIqVZ7DnY+Fx+XC1NpAfP40qU05IQ6zEY2MeziBb2SKfPORYFAkeTyw6WtvR+zSrxSI4lBxVDLLm4h91VUC/hwAYLfbJRFJPT09xI537HAEyCdecJqRkpJCW1ubX9c8cqyGXJFjYvTRREREYDTKK+fn6EG3mvAo7P3ysnE4ojNysPZ2YjcbJmwNj8tJX0MVMdmFsm5yOBzG1nrUYRGE6CZ+ZtjJ4uiXv0hy9ptQh8rXI+dxuzEZBP75t0i+s0DD3Vdr2PilckAgaTQi11wjsnkz7NwhcNNN+FUggTSeJFEUaWtrIzU11a/rQtCTJBmpqal8+umnfl9X7iJE7uE2AJ1OR19fnySVFsciL2/wd2+FWzQO08QJj/FCpQ0hMiWTvoYqkqbMmZA1+ppq0EREERrrv4nl44HbYcfYUk/iFPkP3xU9HhxmE5oc+SZtg1fIRaVlS23GsJTvE/jnK0o+/885OBxDL83pGSK33ybwwx8KJErcKstms/k97GUwGLDZbKSk+HckDwRFkmSkpKTQ2ur/GVtybIZ4JGFhYVgsFll3jNbpdNTW1kptxhAiI73TutvbBBqqFYTo4jC01Pm9xH4sRKVPpnXHeqy9XYTGjK+QcVrMmNubSJ5xhmw/T8eir6mGEF0sIVHyH75rM+pRqFSyT9p2O+x+HxB8PJwO+Opjb2+jvdu/mSe64ixvSO3CCwUkak7/DWw2G/Hx/vVstra2EhYWFkzcPp2QItwG8vckhYeH43a7ZZfzcyTR0dEYDAb5VbgVQHsb9PYI2FxRKJRKbMZeWfdLAlCq1Oiy8+mpPkRqyaJxHVXSW19BRFL6CUuq5Yatr4f+zlZSZi6U2pQR4esGLmchajcbUYWGSzYK50jaW+D9lSre/4eS3u6jh8y6uOkmFXfcAYWF8tufUoTb2traSEmRpgWG9J+W05SUlBT6+/v9Xtao1WqxWCx+W2+0KBQKwsPDMZvNshVJERERKBQKTCYT0SOZBuknCvIF1q31/t5UpyAlJgGrvlP2Igm8lW6W7g566yuIy50yLtu06ruwmwzE5ck/6flIPG4X3dUH0WXloQ71c8LJGBBFEYu+k7icYqlNOS7e6jvpvEiiCNs3er1G6z5X4HYPveBPmSrynUtauPhiI/PmyXdfSpG4LVU+EgQTtyUjJiYGrVbrd29SIOT8+ESSXBEEgejoaPr6+qQ2ZQhHJ2+HxiZi0XchiqJ0Ro0QQRCIy51Cf3cb1t6uk96e6PGgr69Al5kr6+7Kw9FbXzmQqxUIOC1mPE4nIdH+rzwaDY5+I1oJEsvNJvjXq0ouW6zh1u9q+Pq/ygGBpFKJXHGFyNq1sH+fwAUXNJGYKF9h7Ha7cTqdknmSpCDoSZIIQRAG8pLyj7y6TTCBIJIiIiJkLZLAm5dkMMgrMfrIj1F9tYKQ78bicdpxWswT3odoPFCFhBI7uYjuyv0kT19wUl4UU1ujt2GljEdkDIe5owVLd1tA5VBZ9Z2E6OIQFPLsvebDYTYSlZrtt/VqygXeeV3Jf99VYukfeiyTk0VuvVXgllsEjnSQmM1m2bZnAW+oTRAEvzeTbG1tDYqk0xEp8pICITE6IiKCjo4Oqc04LtHR0dTV1UltxhCObCjZWCOgUCoJ0cVj1XcFhEgCiEhMw9FvoqtsF8nTF4wpf8TtdNDXVENC4UwEIXCc5XZjH/raMhKKSlCHyNebcDQWfReRyRlSm3Fc/JW07XTC2s+8vY12ln5TNC5e4k3EvvRSgaN1htvtxmKxSNIwcaT09/cTFhbm92tHW1sbs2bN8uuaPoIiSUKkEEmBkBgt93AbeD1JRqNRVsnbkyaBUinidgvU13hPYmGxCZjam4nOmCyxdSMnJjufTouZ7sp9JBSNXuj0NVQREh0bELlYPlx2K53lu9Fl5QWU3W6H3TtMOUbefZwcZiOqkLAJS9ru7oD3/6Hk/ZUqutqHCoiwMJHrrhO44w6YPv3Y4qK/vx+lUilJo8aRYjabJRFxUobb5HF2P02RQiQplUrCwsJkLUIiIiKwWCy43W6pTTkmvhOFnPajWg2TDmuhxhoBUYTQ2EQc/UacVvkm6x+NICiIL5iBy26lp+rgqHKqHGYj/V2txGT7L4R9srgcdjoO7CAsLilg8pB89He3oY3SyX7Uh30CGl2KIuzeIvCzW1ScV6LlpSfUQwRSXr7IM89Aa6vASy/B9OnH355PgMjVww9BkRTEz6Snp9PY2Oj3deWe8xMaGopKpZJdV+sjkWvydsFhbWCzCnS2eUd/hMUmYu6Q98Dbo1Gq1CRNmYPd1EdP9YERCSXffLbIlCxZ9+s5EpfdRseB7WijdMROLpL1BfJoRFHE3N5MRJL8877Gc2SKtR/ef0PJ/y3XcNNFWr74jwqX03vcFAqRiy8R+d//oLxM4J57YKQFsAaDgago+fRwGo7+/n6/50x5PB6am5tJS0vz67o+giJJQvLy8qiqqvL7uhEREfT39/t93ZEiCMJAV2s5ExMTg16vl9qMIRQUDF5kG2q8X++IpHTMnS2IHo9UZo0JpUZL0rR5OEwGuiv24jmBZ9HS04HL2k90emCEFp3WfjoObEMbqSMud2pACSQAu6kPt8NOWFyS1KYcF1EUsZv60EacXLuOhhqBPz6i4pzpWv7fj9VUHRq8fMbHizz0ENTWCnz0ocDZZ8Noo/B9fX3odLqTsnGikcKT1NLSgt1uZ/Jkab7XQZEkIfn5+VRVVfm9RDsQcn58DRvlTFJSEh0dHbIqsT+6DQBwuPJIgUXfKZFVY0d1WCi5HXY6DmzDZR++MtPjdtNbX4EuK18WzQJPhLW3m/a9WwiLSyIud0rACSQAc3sz4YmpKJRyr2ozIHo8aCN1o36t2w1rP1dw+xVqvrNAy1svqzAbB4/VvPkib7wBTU0Cv/sdjHVSkSiKshdJUiWWV1VVkZ2djVYrTUg3KJIkJDc3F7PZTHt7u1/XlXu4DQgIT1JcXBwul0tWdg4nkgRBIDI5A1Ob/0O744FSrSFp6lzUYZG0792C3dT3jeeYWutRqjSEJ0rTcG6kiKKIsbWervI9xEwuJCa7ICAFktthp7+7nQiZV7WBt/ouNCZ+VON5envgb88quWiuhvuu07Bl7aAQDAkR+f73RXbsgK1bBK67Dk4219pms+FwOGQdbrNYLJIklldWVvq1Tc7RyP+W6xQmNDSUzMxMKisr/ZqU5kuMllNl1tH4qsfcbjdKmd6pKhQKkpKSaG9vJyZGHvO1hhNJ4A25GZpqcPSbAqYdwJEICgVxuVMwtTXQcWA7UWmTiE6fjKBQ4LLbMDTXyX4QrMtuQ19zCIfZSNLUOWPybMgFU0czIdExATHuxarvHHEI9sAugXdeU/K/j5Q47EM/S9mTRO64XeCmmwTixrkAsa+vj8jISFQy9oL6ejj5+zsmtUiS5xXyNCI/P5/Kykq/rhkaGoogCLIeTxIWFib75G2A5ORkWfV0Sk2F8HBv+K+hevBkplRrCE9IxdTaIJVpJ40gCESlZpM0bR6Wng7a923B0W+ir6GS0NhE2Q6CFUURc2crbbtLUahUpJQsDGiBJHo8mNsaiUwZY2zJj7hsVpzWfkKO06LAboNV/1JwzTkarvu2lk/eVQ0RSOeeJ/LJJ1BdJfCTnzDuAgmC+UjHIyiSTnMKCgr8LpIEQSAiIgKTyeTXdUeDr3pM7nlJiYmJGI1G2QhOQYC8w+eT1kYBp2PwscjULPq7246Z1xMoaCOiSZlxBiExCbTt3UJ/VztRadlSmzUsdpOBzoM7vDPp8qYRnz894MakHE1/VyuCUiX73kgAFn0nIVExKFXqbzzW2ijwzK9VfHuGlkfv1nBo9+DlUKcTuf9+qKqCzz4VuOACmEiHdlAkHZugSDrNkcKTBIGRGB0TE0Nvb6/UZhwXjUZDXFyc3/PKjkdBvvcu2O0WaGkcvCPWhEUQGpuIoalaKtPGDUGhQJeZiyokFFVIKB37t9HXWI3H5ZLaNMBbudZVvoeOA9vRRESTOmsxYXGJUpt10njcbvoaa9Bl5so6tOnD2ttFaOzgfvd4YNPXCu65Rs2FczT8/TkVBv3g+5gxU+TVV6GlReBPf4Lc3Im3MRCStsEr5Pw90NvpdFJbWxsUSaczUookOSUcD0dcXBzd3d1Sm3FC5BZyO1ZeEoAuM5f+rjacFnkn7o+E/q5WRI+blJkLSZwyG1tfD8071tFbV4HT5n/PniiK2Ax6Ost207q7FIVKTeqsxcRk5w/ryQhETO2NKNVqwuKTpTblhHhcLmwGPaGxCRj74M2XlHxngYY7/0/Dhv8pEUXvd0OtFvne90RKS2H3LoEf/ADC/DgVxmQy4Xa7ZS2S3G43JpPJ7zbW1dWhUqnIyJCuQEC+WWKnCfn5+dTU1OByufyatKfT6STp0TQaYmNjsVqtWCwWwvx51holSUlJHDp0CKfTiVot/cVwiEiqFuDbg/9Xh4YTnphGX2MVCYUl/jdunPC4XPTVVxEzudA7oy4qhqRp87Cb+jC1NtC6ayMhUbGEJSQTFpMwYR2hRVHEaTFj0XfS39mKx+UkIimN2MlLUGnlOfZnrHhcTozNtcTnzwgML1JfN42tSaz8dxSfvqfEbhtqc1q6yO23CfzwhwJJErZ66u7uJjY2VrZFNABGoxGVSuX3UVaVlZXk5eVJum+CIklisg431mhoaCAnJ8dv60ZHR2O327FarbKd4aZWq9HpdPT09MhaJEVERBAWFkZXVxepqdKXoB856PZoTxJAdEYOrTs3eBvsBWgCsaGlFlVo2JBGhoIgEBIVQ0hUDG6HHXNnK/0dLeirD6GJiCI0NgFtpA5NRNSYPTuiKOK223D0G7EZ9Fj0nXicTkJ0cegycwmLSxpVqXkgYWipRx0WSYjMZ8s5HfDVJwreeiGOg/uyv/H4md/yDpm9+GIBORSTdXd3Ex8v7/wuXzjwdKtsg6BIkhylUkleXh5lZWV+FUkqlYqIiAgMBoNsRRIMhtykdLeOhOTkZNrb22UhkvLyBn8fTiSpNFoiU7PobagiacqcgPAKHInTZsHU2kDytPnHtF2p0RKdPono9Em4HXasvV1Ye7sxdzTjtttQhYSiCY9EqQlBqdF6f9QaEBQIgoAoioge98D0eLfDjstuxWE24nG5UIdHeDtlTy4mRBeLoJBnm4rxwuWwY2ptIGmqfD8vHa3w3koVH/xDib5LAAYT5CMjRW64wTtktqhIPvaLokhPTw+5/kh+OgmkypkqKysLiqQgMHPmTHbv3s2FF17o13V9DRuTk+WbXxAfH8++ffukNuOEJCcns3XrVln0ntLpICFRpKtTGBhNcjTRadm07NyAra8nIKqUjqS3roLwhJQRz+JSarREJKUPzBhzOx04zEYcFpN3in2/CXdvNx6n43D3dBEQEBSKIwSUlrDwKHSZuWjCI095UXQ0hqYaQmPiZOd5FEXYUargndeUrP1Mgds9VAAVFYvcfZfAtdcKRMqwPVgg5COBd66cFGJl165dPPjgg35f90iCIkkGzJ49m/Xr1/t9XZ1OR1dXl9/XHQ2BkpcUGxuLWq2WjTcpPx+6OqG7Q8BsgoijLhAKlZro9Mn01pUTEr0wYEJE1r4ebAY9abMWj3kbSrWG0Jj4gBOHUuEwG+nvbCFlxhlSmzJAvxk+eUfJu39TUlsx9LOrVIosX97H977Xy403Tkamji8gMPKR3G43RqPR75Vtdrud/fv3M3v2bL+uezTyPTKnEbNnz2bnzp1+XzcQRn/48pLkXuUmCAKZmZk0NMijWWPhEYNuG2uHv0pEpmQiKJT0BUhLAFH00FtXji4jZ8ISsYMMRfR46K7aT1RqNmoZdNeuqRB4/EEV50zV8vjP1EMEUmKSyC9/CVVVTn70o41cfnm8rAUSBEY+ki9p2983qQcOHCA8PFyywbY+giJJBpSUlNDS0kJnp38HkPqSt202eTcXTEhI8Pu+GQuZmZl0dXXJorHk8doA+BAUCuLypmJqbcBuknfPLPAOVBU9HiJTMqU25bTB0FwLeJP9pcLlgq8+VnDzpWouX6zlnddVWPoHP9OLFov885/Q1Cjw2GMgis1ER0fLeg4agMfjoauri4SEBKlNOS5SJW3v3LmTWbNmSZ4DFxRJMiAqKoq8vDy/e5NUKhWRkZHo9Xq/rjtafH2IPB6P1KYcl9DQUJKSkmThTTpSJDUeQyQBaMIjiU6fTE/VfkSP2w+WjQ2300FfYzUxkwoCJjQY6DjMRowtdcTnTZNkn/d0wl//pOSC2Rp+cpOGHRsH88DCwkRuuQX27IGNGwSuugo0Gm8idENDw0DVsJzp7u5GpVLJPh+pt7dXEht37twpeagNgiJJNkgVcouPj6enp8fv644GnU6HUqmUvZ3gbenQ2NgouaA7UiTVVx//ax6VPskbdmusmWCrxo6hqcZbxh8j77vuU4WBMFvapBEnyI/LuiLs2Srw0K0qzp2p5S+Pq+lsHfz85uaJ/PnP3o7YL78MM2YMfX1vby8Wi4W0tDS/2TxWOjo6SEpKktxTciKkCgkGRVKQIcyaNUsykRQI+T6+Enu54zvpSW1rTg4oFIcH3R7HkwQgCIfDbm0N2E19frBudDgsZswdzcROKpT9BeVUwdBUA4JAdLp/8kGs/fDBP5Rc9S0NN16o5fMPVLic3mOtUIhcdLHIF19ARbnAvfd6KziHo76+nvT0dL825h0LoijS3t4u68piAIvFgs1mIzY21q/rOhwO9u/fz6xZs/y67nAERZJMkMqTFBcXh9FoxG63+33t0eATSd4SbfkiCAKTJk2itrZWUju0WsjK9v7eUCNwot3mDbvl0F11AI9bPmE3URTprSsnIildFonDpwN2swFjaz3xuVMnPMzWWCvwx194h8z+5n41lQcG14uLE3nwQaipEVj1kcA558DxzLHZbLS0tEie6DsSTCYTdrtd9vlIXV1dxMTE+F10HjhwgJCQEL/2DjwWQZEkE2bNmkVTU5PfS/K1Wi2RkZGyD2UlJCRgt9sxmUxSm3JCsrKy6Ovrk3yAsC/kZjEL9Iwg7z0qPRulWk1P9QHZiFFrbxcOs5HoTHk32ztVcDvsdJXvITojZ8LCbG43rP+fgjuuVHPJfC1vvaTCZBj0EM6dJ7JyJTQ3Czz+OGRnj2y7DQ0NxMfHEynHhkhH0d7eTkJCAkqlvPtt9fT0SBZqmzVrlixaI0hvQRDAW2mWm5sbDLkdA6VSSUJCguRhrJGg0WhIT0+X3JtUkD944TlRyA28YbeEgpnYjX0YW+om0rQRIXo89NZVoMvMPWUGxMoZ0eOhq2IP2kgdUWmTxn37fXr4+3NKLp6r4UfXaNi8ZlAgaLUiN9wgsm0bbNsqcP31EBIy8m17PB7q6uoCwosEBESoTRRFuru7iYvz/xgaueQjQVAkyYo5c+awfft2v68bCMnb4A25tbW1SW3GiJg8eTLNzc2ShjGHtgEY2VddqdGSWFSCoakWy0jcTxOIsa0BQaEgIjldUjtOB0RRRF97CNHtIS536rjmfh3cI/DLu1R8e7qWZ36tprVp8LOYlS3yxBNer9Hf/y4wd+7Y1mhpaUGlUpGYmDhOVk8cVquVvr4+kqScqjsCpMpHAtixY0dQJAX5JkuWLGHDhg1+XzdQ8pJSUlIwGo2YzWapTTkhUVFRxMXFUVcnnUfmRINuj4UmIoq4vKl0V+3DYZFmX7sddgxNtcRMKkQQgqepicbU3ohF30VC0UwU4xACstvg43cUXPttDdeereXjd1Q47IOfwXO+LbJqFdRUC/z0p3AyER1RFKmpqWHy5MkBkdjf0tJCXFwcIaNxlUlAd3e3JPlIRqOR3bt3s2TJEr+ueyyCZx8ZsXz5ckpLS3E4HH5dN1DykjQaDYmJiTQ3N0ttyojIz8+npqZGMvE5koaSxyI8Ppmo1Gy6ynbhdvr38wjQ11hFqC6WUJlPnD8VsPb10FdfRWJhCSrtyQ27bm0UeObXKs6doeWXd2k4uGvwEqPTidx3H1RWwhefC1x0EYxHSk5bWxt2u53MzMBoMtrc3Ex6uvy9o1LlI23cuJHJkyfLZh8FRZKMKCoqIjw8XLKQm9zzkgAyMjJobm6WTWLx8YiPjycuLo6qqipJ1k9Ph5CQkbUBGI7ojBzUYZF0V+xF9GPfJ7vZSH9XG7rsghM/OchJ4bT2012xl9jJRWijdGPahscDm9couPc6NRfN1fD351T06Qc/b9NniPz1r96Q2lNPQV7eOBmPNxfp0KFDFBQUyL7sH7xeEpPJJIv5jsdDynyktWvXsnz5cr+veyyCIklGCILA8uXLWbt2rd/XTkxMpKOjQ/biIykpCbvdLvuZcz6Kioqoq6uTZFSJQgG5hy9IzfUCLtfoXi8IAvH50/C4XHRX7kMUJ14oeUv+y4hMzUIdIt+BxqcCLruVjoM7iEhKIyJp9M0XTQZ46yUll56h4Y4rNaz7XInH4xVHarXI1VeLbNwIe3YL/PCHEB4+3u8AGhsbAQLKi5ScnIxaLe9CBKPRiMPhkEQkrVmzJiiSghwbqURSoJTYK5VKUlNTAybkFh0dTWpqKuXl5ZKsX3jYGeNyCrQ2jt6bpFCqSJwy2+txqJz41gCW7nZcVivRaYFRpRSouOw2Og5sJzQmAV1W/olfcASVBwX+349VnDNNyx9/oaaxdvAykpom8pvfQGOjwNtvCyxaxIQNmXW5XJSXl1NUVCSLUvETIYoiLS0tsgkjHY/29nYSExP93qLAYDCwa9culi1b5td1j4f8P1mnGVLlJQVSiX16ejotLS2Sj/4YKYWFhbS0tGA0Gv2+dv4o2wAMh1KtIWnKHBz9RnqqD06YUPK43fQ2VKLLzkMRAKGTQMXtsNNxcAfaqFhiJxeNKNnZ6YDP/6PgxgvV/N9yLe+/ocJmHXzd8jNF3nsPGuoFHnkE/FHdXltbS2hoqOxDVz70ej1Op1P2VW0gXYsCueUjQVAkyY6ioiIiIyMlyUsKlNEf8fHxCILg98abYyU8PJysrCzKysr8vvZIB92eCKVGS9KUOdiNvfRUHZiQ0JuxpQ6lWkt4QmBc9AIRl91G+/5taCOiicudckKB1NkGLz6h4rwSLQ/domHP1kHPQkSEyJ13wsGDsOZrgcsuA39pW4fDQVVVFcXFxQFR0QbeUFtaWprsvV42mw2DwSCJmJNbPhIERZLs8OUlrVmzxu9rJyUl0dfXh81m8/vao0EQBDIyMmhoaJDalBFTUFBAV1eX3ysIhwy6PQmRBKDShpA0bR4Os4Huiv3jmsztslsxttQTOzk4n22icNmsdBzYRkh0DHF5x+6FJIqwo1TBT25Sc36Jllf+qKKnc/C5hUUizz/vHTL7/PNQXOyvdzBIVVUVMTExsh/r4cPlctHc3ExGRobUppyQjo4OYmJi0Gq1fl977dq1nHnmmX5f93gERZIMkSovKSQkBJ1OR0dHh9/XHi1ZWVm0t7fLXtD50Gq15ObmcujQIb8mx59MG4DhUGm0JE2bh9PWT1f5HjyjzQY/Br31lYTFJaKN1I3L9oIMxdFvon3/NkJ18cTmDO9B6jfDu68ruXyJhpu/o+Grj5W43d7nKZUil10m8vXXcOigwJ13QtTETC05IVarlbq6OoqlUGdjpKWlhbCwMGJiYqQ25YRIFWqTYz4SBEWSLFm+fDmbNm2SpL9OoITcwsPDSUhICChvUk5ODmaz2a8iNC4OYuPG3gZgOJRqDUlT5yJ6PLTv34rTdnKVezZjL1Z916gTiIOMDEtPB+37txKRlEbMMDlItZUCj//Mm4j9+wfV1FYMXhYSk0QeeQTq6wXee0/gzDMnLhF7pFRUVJCcnIxOp5PWkFFQX19Pdna27L2kLpeLzs5OSUJtGzduJCcnh7S00VdaTiRBkSRDCgsLiYqKYsuWLX5fOzk5ma6uLtwymgR/LLKzs2loaJB92wIfarWa/Px8ysrKJPEmdbYqsPaPzzaVKjWJU2YREh1L+94t2PrGFkYURZHe2nKi0yeh0sq7A3GgIYoifU01dFfuJz5vGrrM3IGLtMsFqz9RcMt31Vy2SMs7r6mwmAcv4AsXibz9NjQ1CvzmN96eW3LAZDLR1NREYWGh1KaMmL6+Pkwmk6ySkY9Fd3c3oaGhkgwJ/vrrr2WXjwRBkSRLBEHgvPPO45NPPvH72pGRkWi12oBIik5KSkIUxYDwfPnIzs7G7Xb7dfjtkYNuG+vG705WEBTETi5Cl5VPZ9luTG2No95Gf2crbpeTyNTscbMrCHjcLror9mLuaCZ5+nzC4ryegZ5OePUpJRfM1vDAjRq2bxhMxA4NFfnBD0R274bSjQJXXw0ajVTv4JuIosjevXvJysoiIiJCanNGTG1tLRkZGbLvjQSDoTYpPF4ff/wx559/vt/XPRFBkSRTLr74Yj7++GO/rysIAikpKbS2tvp97dGiUCiYNGmSXwXHyaJUKikpKaGsrMxvM+iG5CVVj//JLzI5ncQps+lrqqGn5tCIE7o9Lhe9DZXEZOePy7ywIF5cdisd+7fhdjpImXEG6rBI9m4XePhWFefO1PLC79V0tg6e+nNyRZ56ypuI/eqrAjNnSmf78fA1ZS0qKpLalBFjt9tpaWlh0qRJUptyQjweD21tbZLkI1VUVNDY2MjZZ5/t97VPRFAkyZSzzz6b+vp6Kisr/b52eno6ra2tuMYpKXciycrKQq/XS9KDaKzExcWRlZXF7t27/RJ2G+ug29EQEhVDyowF2E19dBzcPqI8JUNzDerQ8AEvR5CTx6rvom3vFjQR0URNmsOqd0K5eoWG75+v5bMPVLic3uMvCCIXXCjy+edQWSFw330g55zi/v5+Dh06RElJSUB4ZHw0NDQQGxtLlFRZ7qOgs7MTpVIpSZftVatWsWLFCsInoi37SRIUSTIlIiKCb33rW5J4k6KjowkNDQ2IKjetVktaWlpAeZPA2w/LbrdTU1Mz4WsN8STVTtxXXqUNJXnaPNRhkbTt3oSprfGYItBp7cfU1kjspGDJ/3jgcTnprtpPV+U++oVi/r5yOueVhPLr+9RU7B885nFxIj/9KdTUCHzyscC3v+0dXyNnRFFk9+7dZGRkBEzJP3g9M3V1dQHhRYLBPk5Shdouvvhiv687EmT+9Ti9ufjii1m1apXf1xUEgfT0dJqamvy+9ljIzc2lqakJq9UqtSkjRqVSUVJSQnl5+YSPgsnNHfx9ojxJPhRKFXE5xSQUlWBoqaPj4I5hvUq99ZWEJ6SiiZD/HbbcsfZ20bSjlE3rwnj8qXO4+vws3nxJjbFv8FjPniPy979DU5PAE09AgFy3AW+YzWq1MmXKFKlNGRVNTU2oVCpSUlKkNuWEOJ1O2tvbJenj1N3dzaZNm7jwwgv9vvZICIokGXPhhRdSWlrq9waE4A25dXZ2StKGYLRERUWRmJjoF6/MeBIXF0d2dvaEh91CQyEj83AbgGoBfxTWheriSJ25CHVI2De8Sta+bmwGPbqscRwHfxricTmp3VHGy783c/ttK3j0oSlsXjMYitJqRa6/XmTrVtixXeCGG7yfhUDiyDCbKoBG1YiiSFVVFbm5uQHhKW1rayM8PFySsOCnn37KzJkzZVf67yMokmRMeno6M2bM4LPPPvP72uHh4cTExAREAjdAXl4e9fX1fp95d7IUFhbicDgmXOD58pJMBoFeP2luhUpFXO6UAa9S58EdOCxmemvL0WXmoFTLqHQqgBBFkV3re3nwegNXXzKdlX8roq1lUBxlZok8/jg0NwusXCkwb56Exp4EvjBbZmYm8fHxUpszKlpbW/F4PAHRYRu8oTapWhTIOdQGQZEkey666CJJQm7gFWnNzc2SrD1aYmNjiYmJoa6uTmpTRoW/wm5D2gBMcMjtaHxeJVVoOG17NuFy2AmLDSZrjxa7DT58w8bVy5z84LIUvvoyHYdjsCrw7HNEPvoIamsEHnwQAkxXfIPa2lqsVmtAddaGQS9STk6O7Oe0gXdWW3d3tyQiyW638/nnn3PRRRf5fe2RIv8jeJpz8cUX8/nnn0viIUlLS6O3t5f+/nHqQDjB5OXlUVtbGxBVeUfij7Db0PEk/v/aK1QqbzNDhQJNWDitu0vpa6jC43L63ZZAo7UJnn7UwzlTlTz2Yx0VZYMhkehokXvvhYoK+N8XAhdfDKdCNwWz2UxZWVnAhdkAurq6sFqtZGVlSW3KiGhpaSEuLo5QCWKxa9euRafTMVOufScIiiTZU1JSQlRUFOvWrfP72hqNhqSkpIDxJiUkJBAWFhZQo0p8FBUV4XA4qK6unpDtDxl0OwG9kkaCoamGkKgYkqcvIGnqHGzGXlp2bsDYUo/okX+Hd3/i8cCWtQp+dI2Ci+ZoWfmXMIyGwZDatOkiL7/s7W305z8PPb6BjsfjCdgwG0BlZSWTJ08OGHHX1NQkeahNznlbQZEkcwRB4OKLL+aDDz6QZH1flVsgjP4QBIG8vDyqq6sDYqzKkSiVSmbNmkVFRcWEdDsf70G3o8XRb8Lc0UxMtnechDZSR9LUucTnT8Pc1UrLro2Y2hrxuAPLCzjemIzw9stKLj1Dze1XaFj/Pw0ej/d4qVQiV10lsmED7N0jcMstIMO2MifNoUOHcDgcARdmA+jp6cFgMARM2b/RaMRkMpGamur3tT0eDx9++KGs85EgKJICgquvvpp3331XkpBbcnIyTqeT7u5uv689FlJSUtBqtQHXNwm8eVXTpk1j+/bt4x7izMoCjWZ8B92OFFEU6a0rJyI5A3XY4FVdEARCYxJImXEGMVn5mDtbaN6+Dn1d+UkPzQ00qg4J/L8fq/j2NA1/eERNY+1gzCwlVeSxx6CxUeCf/xRYvFj6IbMTRWNjI42NjcyfPz9gPDE+RFHk4MGD5ObmopHTPJfj0NDQQGpqqiQNOtetW4fD4WDFihV+X3s0BEVSALBo0SIiIyP54osv/L62UqkkMzOT+vp6v689FgRBoLi4mKqqqoCrdANvB/HMzEy2bt2K0zl++TpKJeQc7pfUXC/gT0ebVd+Fo9+ELiNn2McFQSA8IYXk6QtILJ6F226ndddGOg7uxNLTMeIxJ4GG0wlf/EfBjRequHKZlvffUGG1DJ6Sly0X+fe/oaFe4Je/hABot3NS6PV69u3bx9y5cwNqNpuP9vZ2+vv7mTx5stSmjAiXy0VjYyPZ2dmSrP/WW29x1VVXyV4MB0VSAKBQKPje977Hm2++Kcn6WVlZtLe3Y7PZJFl/tCQmJhIdHU1VVZXUpoyJ4uJiQkJC2Llz57iGOQsOh9wcdoH2Zv+4IkSPh976cnRZeShUx79bFQSBkKgYEgpnkDZ7KSFROvR1FTTvWEdvXQU2Qy+iGPiCqbMdXnxcwbnTVfzsFg17tg5eJCIiRO64Aw4cgLVrBC6/HAJoCseYsVqtbNu2jeLi4oDqqu1DFEXKysooKCgImLEpra2thIaGEhsb6/e1bTYb//73v7nmmmv8vvZokbeECzLAtddey+zZszEajX5v+BUREUFcXByNjY3kB0iGaHFxMaWlpUyePFmSqo2TQaFQMGfOHNavX09ZWdm45WbkH9EGoKFGIC1r4vPMjK0NCEoVEUmjSwxVaUOIzsghKn0yNkMP/V1tdFXsAVEkNCaB0NgEQnXxKGR+F+pDFGHbWif/elVkw+oI3O6h96cFhSJ33Slw/fUCATDma1xxuVxs3bqV5OTkgMnlOZqmpibcbrdkXpmxUF9fT3Z2tiRJ05988gmJiYnMC4AmXkFPUoBQXFxMYWGhZAnc2dnZ1NfXB0QCN0BMTAxJSUlUVFRIbcqY0Gg0zJ8/n7q6unGrLvTHoNsjcTvsGJprTmo+myAIhOriic+bRvrc5SQUlaDUaDE0VtO07Ws6Du7A1NaIo98kOy+Tx+VC39rLG3/q4dJ5Lm67MpK1/4saEEgKhcill4qsXg1lhwTuuovTTiCJosiePXtQKpVMnz5d1lVOx8LtdlNeXk5hYWFA9EUC6Ovrw2g0Stbs8q233uLaa68NiOMdGLdhQQC45ppreOutt/j+97/v97WTk5PZv38/7e3tATGLCLxl9WvWrCEnJ4fIyEipzRk1kZGRzJkzh+3btw90QD8Z/F3h1ttQRagunpDo8XHn+8JxIVExxGTn47T2Y9V3YenpoLe+EhBRh0WiiYhCGxGFJiIKdWgEgh8uXB6XC0e/EYfZiN1spKbMxScfJrNmTQYWy9DwS2KiyM03C9x6q0CANGSeMKqqqtDr9SxbtixgBMbR1NXVoVarJSujHwu1tbVkZGRIEhrU6/V8+umn/OEPf/D72mMhKJICiKuvvpqHHnqI1tZWv5dsKhQKJk2aRF1dXcCIpIiICDIzMzl06BDz58+X2pwxkZSURGFhIdu2bWPZsmWEhISMeVv+FEl2kwFLdxupJYsnbA11aDjqtHCi0rIRRRGX1YKj34DdbMTc2YqjrhzRI6IJj0CpCUGp0aLUaFEd/lep9v6rUGuOe0crejy4HXbcTrv33yN+XE47LqsFl80CyhB278vi44+K2bXtm4nHC84QufsugcsuE9BqJ2y3BAxtbW1UVlayZMkStAG6QxwOB5WVlcyePTsgvCLg7XLd0tLCsmXLJFn/vffeo6SkhNwjJ2/LmKBICiDS0tJYunQp//rXv7j//vv9vn5WVhYVFRWYTKaA8cwUFhayevVqOjo6SEoKzFEYOTk5GAwGtm3bxqJFi1COsaVyQoK3Q7PBINAwgQ0lfSX/UanZqEL8kw8mCALqsHDUYeGEJ6QO2OGyWXD0m3A7bF5RY+3HbtAPiB6Przu7IHgvcoIACCCK3tCyKALeELNSrTlCbGlQarRoIqIwasL535o43n9TQ0fLUG9IaKjI1VfDXXcJlJQExkXUHxiNRnbt2kVJSQnR0dFSmzNmysrKiI2NDahzS0NDA7GxsZIMswV48803AyJh24cgBkqSSRAA/va3v/Hcc8+xa9cuSdbftWsXSqWSGTNmSLL+WKirq6OmpoYzzzxzzAJDatxuN6WlpWg0GubNmzfm0MS8+SLbtwkIgsimBjsToWH6u9rora8gddZiFEp534d53G48LseAIPL96xNMgqBAUCi+4W0SRdi/U+Cd15R8uUqJ0zFUAE3OEbnzDoEbb4STjJKecvT397Nx40aysrIoLCyU2pwx09vbS2lpKWeeeSbhAdLV0+Px8NVXXzF16lRJGkg2NDSQm5tLS0sLiYmJfl9/LARmEPg05rvf/S6HDh3i0KFDkqyfk5NDU1NTwLQDAG/SuUqlmrCRH/5AqVRyxhlnYLPZ2LFjB54x9g7yDboVRYHm+vH3bHjcLnrrK9Fl5cteIAEolEpU2lDUIWGoQ8PRhEWgCY9EHRaBOjQcVUgoSo12QCDZrPDhW0q+d5aGG87T8ul7qgGBJAgi518g8umnUFUpcP/9QYF0NBaLhdLSUtLS0ig4spIgwBBFkX379pGbmxswAgmgubkZhUIhWcrE22+/zdlnnx0wAgmCIingiI6O5tJLL+X111+XbP34+PiA6mgtCALTp0+nqqoKiyVwOzmr1WoWLlyI2Wxm165dY6o0nOi8JGNLPSptCOEJgZG3NlKa6gSeelTFt6dreexeNeX7Bk+dsbEiP/kJVFcL/PcTgfPOgwDNQZ5QrFYrpaWlJCUlMWXKlIDJ4RmOhoYGHA4HeXl5UpsyYkRRpKqqitzcXEn2vcfj4fXXX+f666/3+9onQ/CrHIDceuut/P3vf5fMm5OXl0ddXd24doSeaGJjY0lLS2P//v1Sm3JSaDQaFi5ciMFgYPfu3aMWShM56NZls2JsqSfmJEr+5YTHAxu+VHD31Wouma/hH39RYewbfF+zZou8/jo0Nws8+SQESKNlSbDZbGzatIn4+PiALfX34XA4KCsrY+rUqQEVvm9vb8flcklW9r9mzRoMBgOXXnqpJOuPlaBICkCWLVtGfHw877//viTrx8XFER0dTV1dnSTrj5Xi4mJ6enro6OiQ2pSTIiQkhIULF6LX69mzZ8+ohNKRIqlxnD1JvfWVhMUnoY0M3ERcAEMvvPGCkovnabjnexo2fqVEFL37SqMRue46kS1bYMd2b85RgPUq9Ts+gaTT6Zg5c2ZACyTwJmvHxMSQnJwstSkjRhRFKisrycnJkUzYvfTSS9x4440BV8kYFEkBiCAI3Hrrrbz00kuS2ZCXl0dNTQ0uV+BMbddqtRQVFbFv376Asns4QkNDWbRoET09PezatWvEOUpHRgfGM9xmM+ix9nahywqMjuzDUbZX4Fc/UnHOdC1//pWalobB02NGpsjvfuf1Gr3xhsD8+afukNnxxGq1snHjRqKjoykpKQl4gdTT00NTUxPTpk0LqPfS3d1Nf38/WVlZkqzf3t7OqlWruOWWWyRZ/2QIiqQA5YYbbmDHjh0cPHhQkvUTExMJDQ2lsbFRkvXHSnZ2NmFhYZLtt/EkNDSUxYsXYzAY2Llz54iEUkQEpKZ5PU8NNePz9feV/EdnTEalCay7RIcd/vtvBdefq+F7Z2n56G0VDtvgxe+ss0U+/BDqagUeesjbRiHIyLBYLGzcuJH4+HhmzZoVsM0ifbhcLnbv3k1RUVFAJWuDt2nn5MmTJZsr9/rrr7Ns2TJycoYfci1nAvtTexoTGxvLlVdeyYsvvijJ+oIgkJeXR3V19ZgrraRAEARmzpxJU1MTXV1dUptz0oSEhLBo0SL6+/vZvn07brf7hK/xhdz69AKG3pO3wdzRgsftIipVmrvUsdDWDM//VsW5M7Q8coeG/TsHT4VRUSI/+hGUl8OX/xO45BIIoNQTWWA2m9m4cSNJSUnMmDEjoLwux6KsrAytVsvkAEs+6+3tRa/XS2a32+3mlVde4dZbb5Vk/ZMlKJICmDvvvJOVK1diNBolWT81NRWFQjFus8X8RXh4OFOmTGH37t0BlXx+LLRaLQsXLsRms7FlyxYcDsdxn19w1KDbk8HjctLXWEVMdgGCQt5KQhRhyzoF91+v5sLZWl57WkVvz+D7nzpN5KWXoKVF4Omnh866CzJyent72bhxI2lpaQEXljoWPT09NDQ0BGTIsKqqiuzsbDQajSTrf/LJJ7jdbi655BJJ1j9ZgiIpgJk3bx7FxcWsXLlSkvV93qSqqqqA8iaBN+wWHh4uWb+p8cZX9aZSqVi/fv1xhfN4Dro1NNWiCYsgNFa+fU9MRvjnX5VculDD7ZdrWPOZEo/H+75VKpErrxRZvx727RW49VZvSDLI2GhqaqK0tJTc3FyKi4sDTlAMx5FhtogA+3AYjUY6OjokDXM999xz3H777ahU8u+bNhxBkRTg3H333Tz//POSiZSMjAw8Hg9NTU2SrD9Wjgy7dXZ2Sm3OuKBWq5k3bx5paWls2LCB9vb2YZ83tMJt7KcAp7UfU3ujbEv+q8sEfvsTFd+epuXJh9U0VA++1+QUkV/9ChobBd55R2DJkmAi9skgiiIHDx5k//79zJs3T7JePBPBoUOHAjLMBt4QYVZWFqESlWCWlZWxceNGbr75ZknWHw+CIinAueKKK+jr62P16tWSrK9QKCgqKqK8vHxE+TBywhd227NnzykRdgOv+CsqKmLGjBns2LGDqqqqb7QIGNpQcuxr9dZVEJ6YhiZcPnP8nE748iMFP7hYzRVLtbz3dxVWy+DFeukykXffhcYGgUcfhQCZ1SxrnE4nW7dupb29naVLlwZUN+UT0dXVRWNjY0CG2Xp6eujq6iI/X7qK0xdeeIH/+7//IyGAKx6CIinA0Wq13HLLLTzzzDOS2ZCWloZWqw24vkngDbtFRkaOut+Q3ElPT2fx4sXU1taya9euIQI2O9sbZgKorx7bKcDa24Xd1IsuUx6TvLva4eU/KLlglpaf/lDDrs2D+VHh4SK33Qb798O6tQJXXAESFfmccpjNZtavX48oiixdujTgwlHHw263s3PnTqZMmRJw70sURQ4dOkRubi4hISGS2NDX18fKlSu56667JFl/vAiKpFOAO++8k9WrV7Nv3z5J1hcEgeLiYiorKwPOIyMIArNmzUKv11NfXy+1OeOKTqdj2bJlAwNFrVYr4BUIkw+nKDTWCow2Uit6POjrKojOyEWpliYZFLyJ2Ds3Cfz0hyrOK9Hy0pNqutoH7/bzC0SefdabiP3iizB1qmSmnpJ0dnayfv16kpOTWbBggWTl5ROBKIrs2rWLuLg4srOzpTZn1HR0dGA2myXNRXrhhReYPXs2c+fOlcyG8SAokk4BkpOTufHGG3n88cclsyEhIYHo6Giqqqoks2GsaLVaZs+ezcGDBzEYDFKbM674WgRERkaybt06enu9Nf8Fhz3wdptAZ9votmlqb0IAIpOlGW9gMcN7K5VcuUzDDy/R8uVHKtwurzhSKES+8x2RL7+E8jKBu++G6MBuAC47RFGkpqaGbdu2MXXq1ICfwzYc1dXVmM3mgOwQ7vMi5efnSyZcLRYLTz/9NA899JAk648ngZluHuQb/OQnP6GwsJCamhpJ7h583qTS0lImT54smYt3rMTHx5OXl8f27dtZvnx5wFZiDIdSqaSkpITa2lpKS0uZPn06eXmDAqehRkFy2sjcSW6nA0NjNfEFMxD83Bywvlrg3deVrPqXkn7T0AtXQoLIzTcL3HqrQGamX806rXC73ezbt4+Ojg4WLlxIbGys1CaNO3q9noqKChYtWhSQ3rGmpiZcLpekHrBXX32VjIwMzjnnHMlsGC+CnqRThEmTJnHFFVfwhz/8QTIbYmJiSExMpKKiQjIbTob8/HxCQ0PZu3ev1KaMO4IgkJOTw7x58zh48CAaTf3AYw2jGHTb11iNNiqG0Jj4CbDym7jdsOYzBbddrubSM7T886+qIQJp/gKRf/wDmpoEfvtbggJpAtHr9axZswaTycSyZctOSYHkcDjYsWMHRUVFxMTESG3OqHG73ZSXl1NYWCjZjDaHw8Ef//hHHnrooYDzwg1HUCSdQvzsZz9j5cqVtLWNMn4yjhQVFdHY2IjZbJbMhrEiCAKzZ8+ms7Mz4MatjJTExES+9a1vkZVlH/hb/Qh7JTn6TfR3thAzaeK7LOq74bWnlVw4R8P912vYum7whB8SInLjjSI7d8KWzQLXXgsBNjMzoHC73Rw4cIBNmzaRlZXFkiVLJCspn0hEUWT37t1ERUUFZLk/QH19PSqViowMaULhAG+//TahoaF897vflcyG8SQokk4hpk6dyjnnnMOf//xnyWyIjIwkIyMjYGejhYSEMHv2bPbt2zeQv3OqodVqueSSwoH/V+814XbYj/MK7wVEX1dOZHIm6tCJmVslirB/p8Ajd3jHhTz/WzXtzYOnqEmTRf7wB28i9uuvC8yaNSFmBDkCvV7P2rVr0ev1LFu2jLy8vFPCOzAcVVVVGAwGZs2aFZDv0eFwUFFRIWkTT4/HwxNPPMGDDz4omSdrvAmKpFOMhx56iBdffFHSC3xRURE9PT10dHRIZsPJkJiYSGFhIdu2bcNms0ltzoSQnAwREd42AM3NobTuLqW/e/jmkwBWfSdOi5nojPG/w7ZZ4aO3lVxztobrz9Xy33+rcDq8J3lBEDnvfJH//heqqwQeeABOwSiP7HC73Rw8eJBNmzaRmZnJ4sWLiYyUTz+s8aatrY3Kykrmz58v2fiOk6WsrIzY2FiSkpIks+HDDz/EbDZz7bXXSmbDeBMUSacYCxYsYM6cObzwwguS2aDVaikqKmL//v0B12DSR05ODvHx8Wzbti1g38PxEATIO1zh1tGmJSKjGH3NIbrK9+B2Dp39Jnrc6Osq0GXloVCNXyJrS4PA04+p+PYMLb/6kZqyvYOno5gYkQcegKoqgU//K3D++RDgQ+QDBp/3qLu7m6VLl5KXl4fiFN75RqORXbt2UVJSQnSAlkL29vbS1NQk6aw8URT5/e9/z49//OOAFZrDcep+8k9jHnroIZ555hksFotkNmRnZ6NSqaiurpbMhpPBN7ZEFEX27t17SjWa9OEbdOvxCPSaU0gtWQRA666NQ7xKxtYGlCo1EYlpJ72mxwMbv1Jw9/fUXDRXw8rnVRh7B0/qJbNEXnsNmpsF/vAHkLDNy2nHkd6jjIwMlixZQlRUlNRmTSgOh4OtW7eSk5NDWtrJf76lQBRF9u3bR05ODuHhExMKHwmrV6+mrq4uoEeQDEdQJJ2CnH322WRmZvLKK69IZoMgCEyfPp2qqipJxdrJoFQqmTdvHl1dXdTUnMT8Dply9KBbpUZLfMEMYicXoa85RGfZbqx9egxNtcRMPrn5bMY++MeLSi6Zr+HuqzVs/FKJKHq3p9GIXHONyObNsHOHwE03QVjYSb65ICNGFEXa2tqGeI/y8/NPae8RePNntm/fTnR0NAUFE1+MMFE0NDTgcDjIy8uT1I7f/e533HPPPZIKtYng1GkGE2QAQRB49NFHufnmm/nhD38oWUv92NhY0tLS2L9/P/Pnz5fEhpMlNDSUefPmUVpaSmRkpKTx/vFm6KBbXw6QQHhCCiHRsfQ11dB5cDtKbSgq7diqmcr3CbzzupLP3lditw0VWekZIrffJvDDHwqcQuO+Aoqenh4OHTqE2WymoKCA7OzsU14c+Thw4AAOh4P58+cHZKI2eD1hZWVlzJw5U9Lebl999RW7d+/m/fffl8yGieL0+Dachlx00UXk5uby1FNPSWpHcXFxQCdxg7f/08yZM9mxYwd9fX1SmzNuDB10O/QiodRoiUhMBUGBJiyC1l0b6K2vwO068dgZhx0+fU/BDeepuXqFlg/fUg0RSCvOEvnPf6CuVuDhhwkKJAkwGo1s2bKFzZs3k5CQwFlnncXkyZNPG4FUXV1NS0sL8+fPD+jGsWVlZcTExJCcnCyZDR6Ph5/97Gc89NBDAdlb6kQI4qmYbBEEgA0bNnDBBRdQU1Mj6RTm2tpaamtrOfPMMwO6LLSqqoqamhqWLFlySriUjcbBkR0lC9y8/vGgABJFkfZ9WwmNiUeXmYvdbKCvoQqHyUBU+iQiU7JQHHUs21vg/ZUq3v+Hkt7uoaIrKkrkhhsE7rgDCgsJIhEWi4Xy8nJaWlrIzs4mPz8f7WnWZKqpqYl9+/axcOHCgL6o9/b2UlpayvLlyyUdwPvuu+9y//33U1VVdUr2zwqKpFOcCy+8kNzcXJ5++mnJbBBFkXXr1pGSkhLQsX9RFDl48CBtbW0sWbIk4EavDEdyikhHu0BsgsjqQ4O9ksydrfQ1VJE6a/EQMWTt66GvvhK30050Rg7hiWls36jindeUrP9Cgds9VBxNmSpy153eho8BNkj9lMJut1NZWUl9fT2pqakUFRURdhomfnV0dLB9+3bmzZtHYgC7MEVRZP369SQmJlJUVCSZHU6nk+LiYh588EF++MMfSmbHRBIUSac4+/fvZ968eZSVlUk6y8d317N06dKArpjxTQc3mUwBO9vpSJYuE9mw3its1tfYiIwCj9tF666NxGQXEJ6Q8o3XiKJIV0MnH/zNyqefpNPUOFT9qFQil14Kd94psHSpt91AEGlwOp3U1tZSXV1NXFwcRUVFAVvmfrLo9Xo2bdrEzJkzSU9Pl9qck6KqqoqGhgbJ50y+9NJLPP300xw4cCCgw5bHIyiSTgOuv/56BEFg5cqVktpx6NAhOjs7Wbp0aUDnPng8HrZs2YIoiixYsCCgQ4g33wyvvur9/c0v7UyZKdLbUIXdoCdp2rxvJLTWlHsTsf/7rhJL/9FDZl3ceqvA7bcrSU311zsIMhz9/f3U1tbS2NhIVFQUxcXFxMXFSW2WZJhMJjZu3Eh+fr4kA8DHE5PJxLp16zjjjDMkPaYWi4WcnByef/55LrvsMsnsmGhOTekXZAi//vWvKSoq4oEHHmDatGmS2VFQUEB7eztVVVUBHXZTKBQDFW+7du1izpw5AVsdMyR5u1ogv7AfU2v9EIHkdMLazxS885qSnZu+KQgXLxa56qoeCgoOYbeb0OuziI6edErkbQUSoijS3d1NbW0tnZ2dpKSkcMYZZxATExOwn8/xwGq1snnzZrKysgJeIPnmy2VnZ0suep955hkyMzNPmRltxyLoSTpNuPfee6mpqeHjjz+W1A5f2G3JkiUB7/a32+1s3LiRmJgYSkpKAvJC9NFH8J3veH+/5QEXl1+yA0GpIj5vKt0d8P4/lLy/UkVX+9D3FhYmct11AnfeCT7dLYoivb291NTU0N7eTmJiIllZWSQmJga051DuOBwOmpubqa+vx2azkZ2dzaRJk07JJNrRYrPZ2LhxI3FxccycOTMgv6NH4guzSV0Eo9frmTx5Mv/5z38488wzJbPDHwRF0mlCZ2cnOTk5fPbZZyxevFhSW06VsBt471JLS0uJj49nxowZAXcSLi8HX97n2RdauPOWr+l2L+ffb4Tw1cdK3K6h7ycv35uIfcMNg5Vxw2G1WmloaKChoQGAzMxMsrKyTstk4YlAFEX0ej319fW0trYSHR1NVlYWaWlpp2xuyGjx3cTodLqAHVp7JL4w28KFC4mVeIDhT37yE/bv38/nn38uqR3+ICiSTiMee+wxvvjiC0pLSyU9YbjdbtatW0daWlpAh918WK1WNm7cSGJiItOnTw+ok7HDAaGhIh6PQGysHV2cSG3V0Ko9hULkwovgrjsFVqwY3Qw1URTp7Oykvr6ejo4O4uPjSUtLIykp6ZSoDvQnoihiNBppb2+nubkZu91ORkYGWVlZAV0MMRHY7XZKS0uJiopi9uzZAfWdHA6Px8OGDRuIi4tj6tSpktrS2NhIYWEhpaWllJSUSGqLPwiKpNMIs9lMYWEhjz/+uORTmk+lsBt4kxhLS0tJSEgIOI9STq5Ibc037Y2PF7n5ZoFbb4WsrJNfx2az0dTURHt7O729vURHR5OcnExycjJRUVEBtc/8hcfjobu7m/b2dtrb23E4HCQmJpKamkpKSkpAFw1MFDabjU2bNhEVFcWsWbMC3lsN3jBbY2Mjy5cvl/yYX3HFFYSHh/P3v/9dUjv8RVAknWa88847/OhHP6KiokJycXIqhd1gMPQWaPkPF13k5pNPBk+88+Z7Q2pXXAET5eyx2+10dHTQ3t5OZ2cnGo1mQDDFx8efEp+HseJwOIbsG5VKNWTfSH2RlDM2m43S0lJ0Oh0lJSWnxOfIaDSyfv16WYTZvvzyS6644goqKipOqRFNxyMokk4zRFHkrLPOYvr06fz5z3+W1Ba3282GDRuIj4+X3IU8XviEki+ZOxBO0u+8U8UTTyQyc2YUAmLXRAAAOSxJREFUd94pMHu2f9d3u91DvCUul4vExESSk5NJSEg45cNyoihiMpno7Oykvb0dvV5PVFTUgDCKjo4OGMEtJRaLhU2bNhEbGxuwhRRH40tNSE5Opri4WFJb7HY706dP56677uLuu++W1BZ/EhRJpyFlZWXMmjWLbdu2SdoSALwhwHXr1jF79mxJ5w+NJzabjc2bNxMSEsLcuXNlnUhrMplYu3Yty5Ytk0VeiyiKGAyGAcFkMBjQarXodDp0Oh3R0dHodDpCQkIC8iLoE0QGg4G+vj76+vowGAwAxMXFDQijYGXa6DAajWzevJnk5OSAyws8Hnv37sVgMLB48WLJb7gef/xx/vnPf7Jz505Zn9PGm6BIOk356U9/ypYtW1i3bp3kJ5SmpiYOHDjA8uXLT5mLg9PpZNu2bbhcLhYsWCDb+VibN28mPDyc6dOnS23KsLhcrm8ICpPJNCCcfKJJjsLJ4/FgNpuH2O4TRNHR0UNsj4iIkPwiGKj09PSwdetWcnJyyM/Pl9Vn4GRoaWlh7969LF++XPKq0KamJoqKivj8888lr472N0GRdJpiMpkoLCzkySef5JprrpHaHHbv3k1/fz8LFy48ZS4WbrebnTt3YjKZOOOMMyQ/0R1NR0cHO3fu5KyzzkKj0Uhtzog5Ujj5/jWZTGg0GkJDQwkJCRnyo9Vqh/w+Hp8vl8uF3W7HZrMN+TnybxaLBWBADPn+jYyMPGUu5FLT1tbGzp07mTp1qqRjl8ab/v5+1q5dy6xZs0hJ+eZoIH9z5ZVXEhoaKvnUBikIiqTTmHfeeYd7772XiooKyUMtLpeL9evXk5KSIunAxvFGFEX27dtHe3s7Z5xxhuT72YfH4+Hrr79m8uTJTJ48WWpzThqXy4XJZMJqtQ4rWGw2Gw6HA2BANGk0GhQKBYIgDPzr+xFFEVEU8Xg8A7+73e6BbblcLgRB+IYIO1KMhYWFBQXRBNLQ0MD+/fuZNWsWqafQHBxfrmZcXJzk6RAAX331FZdddhmVlZWnTbL2kQRF0mmML4l7xowZPPXUU1KbM1DFEegTuo9GFEUqKyupqalh3rx5xMfHS20S1dXVAyXFp4rn7kR4PJ4hwsnhcODxeIYIId+PTywdKZ6USuUQUaTRaIICSAJ836fq6mrmz58vi+/TeLJ//356enpYsmSJ5JWMDoeD6dOnc8cdd3DPPfdIaotUBEXSac6hQ4eYPXu2LJK4wXt3WFZWxvLly0+5qqb6+noOHDjAtGnTyBqPxkNjxG6389VXXzFv3jwSEhIksyNIkNHidrvZs2cP3d3dLFiwQPI2JuNNW1sbu3btYtmyZUREREhtDk888QRvv/32aZesfSRBkRSEn/70p2zatIn169dL7lUQRZGdO3ficDg444wzTrk79a6uLnbs2EFaWhpTp06VZH/v2bMHu93O/Pnz/b52kCBjxWq1sm3bNgRBYN68eafcTZTFYmHt2rVMnz6d9PR0qc2hrq6O6dOn8+mnn7JkyRKpzZGM08PPHuS4PProo7S3t/Pss89KbQqCIDBjxgysViuHDh2S2pxxJyEhgaVLl9Ld3c3mzZsH8mT8hcFgoLm5+ZTpSxXk9ECv17Nu3ToiIyNZtGjRKSeQXC4XW7duJS0tTRYCyePx8IMf/IBrrrnmtBZIEBRJQYDw8HBef/11HnnkEaqqqqQ2B7Vazfz582loaKCxsVFqc8ad8PBwlixZgkqlYv369RiNRr+sK4oi+/fvZ9KkSYSHh/tlzSBBTpampiY2bdpEXl4eJSUlkufpjDeiKLJr1y40Go0sUh4AXnrpJWpra/nDH/4gtSmSEwy3BRngRz/6ETt37mTdunWyOBF1dnaybds2WbTjnwhEUaS8vJza2lq/lPq2tLSwf/9+VqxYgVqtntC1ggQ5WTweD2VlZTQ0NDBnzpxTqpjjSCoqKmhsbGTp0qWy6KfmC7N9+OGHrFixQmpzJCcokoIM0N/fz8yZM7njjju47777pDYHgJqaGqqqqli2bNkp02jyaFpaWtizZw9ZWVkUFxdPSJ6S2+1m9erVFBYWkpmZOe7bDxJkPLFarezYsQOn08m8efNkkcQ8EbS2trJ7926WLFkii/YgHo+HFStWUFRUxF/+8hepzZEFQZEUZAgbN27k3HPPZdeuXeTn50ttDqIosmfPHoxGI4sXL5aFh2siMJvNbN++HYVCwZw5c8Y9HFZRUUF7eztLly495ZLhg5xatLe3s2vXLlJSUpg2bdopW1VlMBjYsGEDs2fPlkXDSIAXXniBP/7xj+zfv/+UFaajJSiSgnyD++67j23btrF+/XpZiBK3282mTZsICwtj1qxZp+xF3u12c+DAAVpaWpg5c+a4NcizWq2sXr36lA1bBjk18Hg8HDp0iIaGBmbMmCGLBOaJwm63s27dOrKysigoKJDaHABqa2uZMWMGq1at4swzz5TaHNkQFElBvoHFYmHmzJncdttt3H///VKbA3iHxq5bt45JkybJwsM1kfhc8BkZGUyZMuWkherOnTsBmD179niYFyTIuNPf38+OHTsQRZE5c+ac0l4Mj8fDpk2bCAkJYfbs2bK46fN4PJx55plMnTqVF154QWpzZEWwui3INwgLC+Nvf/sbv/jFL6ioqJDaHABCQkKYP38+lZWVtLa2Sm3OhJKamsry5cvp7e1lw4YNJ1X9ptfraWtro7i4eBwtDBJkfBBFkebmZtauXUtMTAxLliw5pQWSKIrs3bsXl8vFzJkzZSGQwBtma2pq4oknnpDaFNkR9CQFOSb3338/W7ZsYf369bLJC/ANtFywYMEpN47gaDwez0D1W35+Prm5uaNK6hZFkfXr15OcnCwbl36QID5sNht79+6lt7eXGTNmyCYvZyI5dOgQzc3NLFmyRDaFKNXV1cycOZNPPvmE5cuXS22O7AiKpCDHxGKxMHfuXC677DJ+/etfS23OAA0NDRw4cIDFixefcmMJhqO3t5fdu3ejVCopKSkZcRVMY2Mj5eXlrFixQha5ZUGCgFe8t7S0sG/fPhITE5k2bZosSt8nmpqaGiorK1m8eDGRkZFSmwN4c6MWLVrE4sWLefrpp6U2R5YERVKQ43LgwAEWLFjAqlWr+Na3viW1OQNUVlZSW1vLkiVLTovGiG63m4qKihF7lZxOJ6tXr2batGmkpaX50dIgQY6NzWZj37599PT0MGPGjHErTpA7zc3N7NmzR3bFE/fddx/r169n06ZNp4VQHQtBkRTkhLz66qv84he/YM+ePSQlJUltDjDYPbqzs5MlS5acNl/w3t5edu3ahUqlOq5X6dChQ+j1ehYtWiSbvIcgpy8+79H+/ftJSEg4bbxHMNgUd+7cubI5fwKsWrWK6667jp07d5Kbmyu1ObIlKJKCnBBRFLnmmmvo7u7m888/l3wIrg9RFNmxYwcWi4VFixbJJm9qonG73ZSXl1NXV0d2djYFBQVDOmj39/ezZs0aFi9ejE6nk87QIEEAk8nE/v37MRqNTJ8+/bTxHgH09fVRWlrK9OnTycjIkNqcARobG5k5cyZ/+ctfuOqqq6Q2R9YERVKQEWE0Gpk9ezY33XQTDz30kNTmDOB2u9myZQuCILBgwQLZCDh/YDQa2bdvH/39/UyZMoW0tDQEQWDbtm1oNBpmzpwptYlBTmNcLhcVFRXU1dWRlZVFYWHhaTUOx2w2s3HjRnJzc2XlqXE6nSxfvpypU6fy8ssvS22O7AmKpCAjZteuXSxZsoQvvviCxYsXS23OAE6nk9LSUiIjI0/pZpPD4QtjHDhwgMjISNLT0zlw4ABnnXXWaRPOCCIvRFGktbWVAwcOEBYWxvTp00+LAosjsdlsbNiwgZSUFKZOnSq1OUN4+OGH+fjjj9m2bZtsKuzkTFAkBRkVzz33HE8++SR79uwhLi5OanMGsNlslJaWEhsbK6v+I/7C6XQOtAuIi4tj/vz5p9VdexB5YDKZ2LdvHyaTiSlTppCenn7afRd956KYmBhKSkpk9f6/+OILLr/8crZu3RrsnTZCgiIpyKgQRZHvfve7uFwuVq1aJasTgNVqpbS0lPj4eGbMmCEr2/xBXV0dVVVVhIWFYTKZyM/PJzs7O1j+H2TCsVqtVFRU0NTURHZ29mkXWvNht9spLS0lOjpadl7ttrY2ZsyYwZNPPsn3v/99qc0JGIIiKcio6e3tpaSkhHvuuUc2Y0t8WK1WNm7cSGJiItOnT5fVSWoicTgcfPXVV8yaNYukpCQ6Ozs5dOgQTqeTwsJCMjIyTpt9EcR/OBwOqqqqqKurIzk5mcLCwlO6Y/bx8AmkqKgo2Ywb8eF2uzn77LNJT09n5cqVsrJN7gRFUpAxsWXLFlasWMHHH38sq/5J4G2CWVpaeloJpf3792M2m1mwYMHA+/WNfCgvL0epVFJcXExSUtJpsT+CTCwul4va2lqqq6vR6XQUFxef1pWUdrudTZs2ERERwezZs2VXQPLAAw/w6aefsm3bttNWxI6VoEgKMmb+9re/8cADD7Bt2zZycnKkNmcIPqGUkJBwyofejEYj69atY/ny5cN28vV4PNTX11NRUUFERASFhYXEx8ef0vskyMTgdrtpbGyksrKSkJAQiouLSUhIkNosSbHZbGzatImoqChmzZolO4G0cuVK7rvvPrZt2yarKrtAISiSgpwU999/P1988QWbN28e8bgMf+HLUYqLiztlk7lFUWTz5s1ERkYybdq04z7X6XRSW1tLTU0N4eHh5Ofnk5ycfErulyDji9PppL6+npqaGjQaDQUFBaSmpp72nx1fkrZOp6OkpER2Asnn8V+1ahUrVqyQ2pyAJCiSgpwULpeLCy64AK1Wy4cffii7k4RPKPmq3uRm38nS3t7O7t27WbFiBRqNZkSvcblcAxc8tVpNbm4u6enpp9y+CXLy2O12amtrqaurIyIigvz8/GDI9jC+c0tMTIzskrTBOwpl7ty5PPzww9x9991SmxOwBEVSkJOmt7eX+fPnc8UVV/Db3/5WanO+gc8dHh4ezuzZs0+Zztxut5s1a9aQk5PDpEmTxvT6pqYmqqur8Xg85ObmkpmZecrsnyBjx2KxUFNTQ0NDA3FxceTl5REXFyc7ISAVJpOJzZs3k5iYKMtwvtVqZcmSJZSUlPDKK6/Izr5AIiiSgowL5eXlLFiwgBdffJGrr75aanO+gcPhYNu2bYiiyPz580fsdZEz1dXVNDU1sXz58pM6Cfqa/1VVVWGxWMjKymLSpEmEhYWNo7VB5I4oivT09FBbW0t7ezspKSnk5eWd1gnZw6HX69myZQuTJk2isLBQdgLEN0aqqamJ1atXnxLnOikJiqQg48Znn33GFVdcwbp165g9e7bU5nwDt9vNjh076O/v54wzzgjobrM2m43Vq1czb968cUucPfIi2dHRQWJiIpMmTSIhIUF2F4Ig44fT6aSlpYW6ujqsVitZWVlkZ2cTHh4utWmyo729nR07dlBcXMzkyZOlNmdYHn/8cf7yl7+wY8cOEhMTpTYn4AmKpCDjyh//+EeefvppduzYQXJystTmfAOPx8O+ffvo7OzkjDPOGLYaLBDYvXs3TqeTefPmTcj2rVYr9fX1NDQ0oFQqycrKIjMzk5CQkAlZL4j/MRgM1NfX09TUREREBJMmTSItLS0Ybj0GjY2N7Nu3j5KSEtLS0qQ2Z1g+/vhjvve977Fhw4bg7MZxIiiSgowroihyww03UFVVxerVq2UZshFFkfLycurq6liwYAGxsbFSmzQq+vr62LhxI2eeeeaE3+17PB7a29upr6+nu7ubxMRE0tPTSU5ODl5MAxCr1UpzczPNzc309/eTnp5OVlYWMTExUpsmW0RRpLq6msrKynH13I43+/fvZ/Hixbz66qtcccUVUptzyhAUSUHGHZvNxjnnnINOp+ODDz6Q7cW0traWQ4cOMWfOHFl6vYZDFEU2btxIXFyc32cvWSwWmpubaWpqwmq1kpKSQkZGBvHx8cHKOBnjdDppbW2lubmZnp4e4uPjSU9PJyUl5bQcHTIaRFHk4MGDNDc3s2DBAtnmZ9XX17Nw4ULuvPNOfv7zn0ttzilFUCQFmRD6+vpYunQpc+fO5dVXX5VtTktLSwu7d+9mypQpY6oQ8zctLS3s37+fs846SzLxKYoiBoNhwCMBkJaWRmpqKrGxsbI91qcTTqeTrq4uWlpaaG9vJzIykoyMDNLS0oIh0xHicrnYvXs3fX19LFy4ULY5Wt3d3SxatIhzzjmHZ599Nvj9G2eCIinIhNHa2srChQu55pprZNkawEdPTw/btm0jNTWVadOmydYr4nK5+PrrrykqKiIjI0NqcwCvYDryYgyQlJREcnIyiYmJsvUinopYrVba29tpb2+nu7ubsLAwUlNTSU9PD9jcO6mwWq1s3boVpVLJvHnz0Gq1Ups0LGazmRUrVpCdnc3bb78dHGY9AQRFUpAJpaKigkWLFvHLX/6Se+65R2pzjonFYmHr1q1oNBrmzJkjy5NieXk5HR0dLF26VJZ3i6IootfrBy7UFouF+Ph4kpOTSU5ODuhqQjkiiiJ9fX10dHTQ3t6O0WgkLi5uQKQGZ3SNDb1ez7Zt20hOTmb69OmyvWlyOp1cdNFFOJ1OPv30U1mes04FgiIpyISzdetWzjrrLP76179y1VVXSW3OMXG5XOzatQuDwcD8+fNlNWbFYrHw9ddfs3DhwoBJNDebzQOCSa/XExYWRnx8PHFxccTHxwdF0ygRRRGj0Uh3dzfd3d309PQgiiJJSUkDP8GeOCdHQ0MD+/fvp7i4mEmTJsnyZgS8BRU33HADBw8eZO3atbI6V51qBEVSEL/w+eefc9lll/HRRx9x1llnSW3OMRFFkcrKSqqrq5k1axYpKSlSmwTAjh07EARBlv2nRoLT6USv1w9c4Pv6+ggPDx8QTbGxsYSFhcn2oiQFHo8Ho9FIT0/PgCjyeDwDIjM+Pp7o6GjZejoCCY/Hw6FDh2hsbGTu3LmyrWDz8cADD/Cf//yH0tLSgCk6CVSCIimI3/jHP/7BnXfeyZo1a2R/sW9tbWXXrl3k5eWRn58v6cW7p6eHzZs3s2LFilPG+3K0aDIYDKhUKnQ6HdHR0eh0OnQ63WkjnHyCyGAw0NfXR19fH0ajEYVCQWxsbFAUTSAOh4MdO3Zgs9mY///bu/OwJs61DeA3OyEhLILILgqIiKiI3ZQqYOtREG1trVtdalVUbF1b0aPSc5S61KV41FpttdYNbLVS+7kUBEQtbgURBdmjyGJBgbAkkOT9/ughxwgqKjAJPL/rmqshM5l5JrGZO++8886rr6ptB+0GX331FTZs2IALFy7A2dmZ63LaPQpJpE1t3LgR69atw4ULF+Di4sJ1OU9VUVGBS5cuwczMDH379uXkcmnGGBISEmBjYwNXV9c2335bkcvlqKysVAaEiooKVFZWQldXFyYmJhAKhRAIBODz+RAIBODxeBoZnuRyOaqrq1FdXY2qqipUVVWhsrJSGYgeD4l8Pl8j91NTVFZW4vLlyzA2NoaXl5faD4mwb98+zJs3D3FxcfDy8uK6nA6BQhJpc5999hkOHz6MhIQEtb/sXiqV4tq1a6ipqYG3t3ebj5MiEomQmZkJPz+/DnflSkNwqqiogFgsVgaLmpoaaGlpKQMTn88Hj8eDoaGhcjIwMGjz94sxBplMBolEAolEAqlUColEgpqaGpXadXR0VAKfsbExBaI2xhiDSCRCWloanJ2d0aNHD7V/748cOYKpU6eqfZeF9oZCEmlzjDF88sknOHHiBOLj4+Ho6Mh1SU/FGENWVhYyMzPbtENnfX09YmNj4enpCRsbm1bfnqZQKBQqrTHV1dWora1VCSYAoKenpwxMenp60NHRga6ubqNJR0cHWlpays9US0sLDV+LjDEoFArI5XLIZLJGk1wuR11dnXK7crkc2traKoGNx+OphCJDQ0O1PyC3Z/X19bh+/TpKS0vRv39/te9/BABHjx7Fhx9+iKioKAQEBHBdTodCIYlwgjGGuXPn4vTp00hISICdnR3XJT1TWVkZrl69qjz91tpXEt28eVM5kB0dVJuPMaYMLQ3B6UkBp+Fxw+savg4fDUxaWlpNBquGxw1hrGHS1dWlz0tNlZeX4+rVqzAyMoKXl5dGDKwZHR2N8ePH49ChQwgKCuK6nA6HQhLhjEKhQHBwMOLi4hAfH6+2N418lFQqRXJyMiorK+Ht7d1ql+NXVVUhPj4ePj4+MDExaZVtENJRMMaQm5uL9PR0uLq6wsXFRSOC7G+//YaxY8di//79eOedd7gup0OikEQ4pVAoMGPGDCQmJuLs2bMa0aLEGENOTg4yMjLQo0cPODs7t/gX7qVLl2BoaIg+ffq06HoJ6Wjq6uqUtxfx9vZGp06duC6pWU6cOIEPPvgAe/fupRvWcohCEuGcQqHArFmzcPbsWcTFxcHBwYHrkprl4cOHuHr1KgQCAfr27dtil+ffv38fV65cwdChQ2kUXUJewl9//YXk5GQIhUJ4eXlpzGCbx48fx4QJE7Bv3z6MGTOG63I6NApJRC0oFArMnTsXp06dQlxcHLp27cp1Sc1SX1+PGzduoKioCL1794a9vf1LtSopFAplZ/bu3bu3YKWEdBwymQw3b97E3bt31X707Mf9/PPPmDx5Mg4ePIhRo0ZxXU6HRyGJqI2Gq96io6MRFxeHbt26cV1SsxUXFyMlJQWmpqbo06fPC7cq5ebmIi8vD76+vjRoICEvoLS0FMnJyeDxeOjXr5/aDw75qKioKEybNg2RkZEIDAzkuhwCCklEzTDGsHDhQkRGRuLUqVPw9PTkuqRmq6urw40bN1BSUgIPD4/nblWqq6tDTEwM+vfvDysrq1aslJD2RyaTKW8t0rNnT3Tr1k1jWo8A4Ntvv8XChQsRFRWFESNGcF0O+S8KSUTtMMYQHh6ODRs2IDo6Gm+++SbXJT2XoqIiXL9+/blblVJTU1FTU4PXXnutlSskpH15tPWob9++EAgEXJfUbIwx/Pvf/8bmzZsRHR0NHx8frksij6CQRNTW7t27MX/+fPz4448ad/nr87YqVVZWIiEhAUOGDIGxsXEbVkqI5tL01iO5XI5PPvkEv/zyC06fPg0PDw+uSyKPoZBE1Nrx48cxceJEbNq0CTNnzuS6nOfW0KpkbGyM3r17QygUNlqGMYaLFy/CxMSEviQJaQbGGAoLC5GWlgY+n69xrUcAIJFI8OGHH+LGjRs4ffq02t95oKOikETUXmJiIoKCgrBgwQKsWLFCo34pAn9fAXf79m3k5eXByckJPXr0ULmRZlFREVJSUjB06FC1v8EmIVwTi8W4ceMGKisr4e7u/tJXlHKhoqICo0ePRm1tLU6cOAELCwuuSyJPQCGJaIS0tDQMGzYMo0ePRkREhEbe7LWyshKpqamorq5Gr169YGtrC4VCgbNnz8LFxUVjhj0ghAsymQy3b99Gbm4uunbtCjc3N438UVFcXIzhw4fD2toaR44c0air7zoiCklEY4hEIgwbNgy9e/fG/v37NXKgRcYY7t27h7S0NBgbG0MoFKKsrAyDBw/WuF/DhLSFR0+tGRkZwdPTU2Nv1ZOdnY23334bgwYNwnfffaeRIa+joZBENEppaSkCAwPB4/Hw888/t9q901pbfX09bt68CZFIBBsbG/Tt25e+MAl5jFgsRmpqKsRiscaeWmtw+fJlBAYGYurUqVi7di2Ng6Yh6FMiGsXCwgKxsbEwMTHBq6++ivT0dK5LeiF6enpQKBSwtLRUjo+Uk5MDuVzOdWmEcK62thYpKSmIj4+HUCiEv78/HBwcNDYg7d+/H76+vli+fDnWr19PAUmDUEsS0UgKhQKrVq1CREQEDh48iICAAK5Lei4PHz7EhQsX4OfnBx6Ph5KSEty6dQtyuRxubm6ws7PT2AMCIS+qvr4eWVlZyM3NhZWVFdzc3DR6SAy5XI7Q0FDs2rULkZGRePvtt7kuiTwnCklEo0VGRmL69OlYuXIllixZohHBgjGGxMREWFpaomfPnirP3717FxkZGdDT00PPnj1hZWWlEftEyMuQy+XIzc1FVlYWTExM4O7uDjMzM67LeikVFRWYMGECcnJyEB0dDVdXV65LIi+AQhLReH/++SdGjRqFwYMHY9euXS9837S2UlBQgJs3b8Lf3x+6urqN5svlcuTn5yMzMxPGxsZwd3fX2L5XhDyNQqFQ/jAwMDCAu7s7LC0tNf6HQVZWFoKCgtC1a1ccPnxYYzuaEwpJpJ0oLi7Gu+++C5lMhmPHjsHW1pbrkpokk8kQGxur7IT6NPX19cjOzkZOTg4sLS3h5uZGX7akXWi4Yi0jIwOMMfTs2RM2NjYaH44A4Pfff8cHH3yA6dOnY+3atRo5XAn5HwpJpN2QSqUIDg7G6dOn8csvv+CVV17huqRG0tPT8ddff8HHx6fZBwSJRIKsrCyIRCJ06tQJrq6u6NSpUytXSkjLa2g5ysrKgkKhgIuLCxwdHdtFR2bGGLZu3YrQ0FDs2LEDkydP5rok0gIoJJF2hTGGr7/+GsuXL1e7L6qamhqcPXsWAwcOfKH+FlKpFLm5ucjNzYVQKISLiwv1WSIaQSaTQSQSITs7G7q6unBxcYGdnV27CEfA3z9kQkJC8Ntvv+HYsWN0k+p2hEISaZfOnDmDCRMmKEfoNjIy4rokXLlyBTo6OvDy8nqp9dTX1yM/Px85OTkwMDCAi4sLbGxs2s0Bh7QfdXV1ymDP5/Ph4uICa2vrdhXsMzMzMXbsWBgYGODo0aNqe6qfvBgKSaTdKigowPjx4/HgwQNERUWhV69enNVSWlqKpKQkDB06FIaGhi2yTrlcjjt37iA7OxsA4OLiAnt7e+oDQThXW1uLnJwc5Ofnw8zMDC4uLu2iQ/bj9u/fjzlz5mDWrFlYs2YN9PX1uS6JtDAKSaRdk8lkCAsLw5YtWxAREYFp06a1+Rc1YwwJCQmwsbFplcuAFQoF7t27h+zsbNTW1sLR0RFOTk5q0XpGOg7GGMrKypCXl4fi4mJ07twZrq6uGn8pf1Oqq6sxb948REdHY9++fRgxYgTXJZFWQiGJdAgxMTGYNGkS/P398c0337TpAHX5+fnIysqCn59fq7byNBykcnNzUVJSgs6dO8PJyald/oIn6kMmk6GgoAB5eXnKkN61a9d2e+PWtLQ0jB07FhYWFjh48CDs7Oy4Lom0IgpJpMMoLi7GpEmTIBKJEBUVhX79+rX6Nuvr6xETE4O+ffvC2tq61bfXoLa2Fnl5eRCJRNDT04OjoyMcHBw08qbARD1VVFQgPz8fBQUF4PP5cHJygq2tbZNjf7UHjDF89913mD9/PhYuXIiVK1e2230l/0MhiXQocrkca9euRXh4ONavX485c+a0aitLWloaKioq8MYbb3DSmqNQKFBUVIT8/Hw8ePAA1tbWcHBwoNYl8kLq6+tRWFgIkUiEyspK2NraomvXrjA1NW3X/54qKysxa9YsxMXF4cCBA/D39+e6JNJGKCSRDikxMRHjx4/HK6+8gm+++QadO3du8W2IxWLEx8dj8ODBEAqFLb7+F6lHJBKhoKAAAGBnZwc7OzuYmJi06wMceTkKhQIlJSUoKChAcXExjI2NYW9vDwcHB+jp6XFdXqtLSkrChx9+CCcnJ/z444+wsrLiuiTShigkkQ6rtLQUwcHBSEhIwPbt2/H++++36PqTkpLA4/HQp0+fFl3vy1IoFCgtLUVBQQEKCwvB4/GUgam99iMhz4cxhgcPHqCgoAD37t2Drq6u8t+IOgT+tlBbW4uVK1di+/btCAsLw6JFi2iYjQ6IQhLp0BhjiIqKwty5c+Hn54dt27bB0tLypddbUlKCa9euYejQoWp9WbBMJkNxcTEKCgpw//59mJmZwc7ODra2tmpdN2kdYrEYBQUFKCgoQH19PWxtbWFnZwdzc/MO1dqYlJSEadOmQSgUYs+ePXB3d+e6JMIRCkmEALh//z7mzJmDc+fOYfv27XjvvfdeeF0KhQJxcXFwcnJCt27dWrDK1iWVSnHv3j0UFBSgvLwc5ubm6NKlC7p06QKBQMB1eaQVKBQKPHjwAMXFxSguLkZtbS26dOkCOzs7WFlZdbiWE4lEglWrVmHr1q1YuXIlFi9eTJ2zOzgKSYT8F2MMkZGRCAkJgb+/P7Zt2wYLC4vnXk9OTg5EIhGGDBmisQeZ2tpa5YGztLQURkZGysBkZmamsftF/u58ff/+fRQXF6OkpARaWlrKz9bS0rLDhoLLly9j6tSpEAgE2LNnD6eDzxL1QSGJkMeUlJRg9uzZOH/+PHbs2IExY8Y0+7VSqRSxsbHw9vZulc7gXJDJZCoHVQDo3Lmz8qBKp+XUG2MM1dXVys+wtLQUAoFAJfR2pFNpj5NIJAgLC8PWrVuxYsUKaj0iKigkEdIExhgOHz6MkJAQvPXWW4iIiGhW6Ll+/TokEgleffXVNqiy7THG8PDhQxQVFaGkpARisRhCoRAWFhawsLBAp06dKDRxrCEUlZWVobS0FKWlpairq1M5fUod9P926dIlTJs2DXw+H3v37qXWI9IIhSRCnqKkpARz585FbGwsVq9ejeDg4CeOml1RUYFz587B19e3w/ThkUgkyoNxWVkZhSYOMMZQU1OjDEQNocjMzEz5GZibm9M9/R5RWlqK0NBQHDx4EMuXL8dnn31GrUekSRSSCGmG06dPY968eeDz+di2bRveeOMNlfmMMVy8eBGmpqYd+tfok0KTiYkJTE1NYWpqCqFQSAeklyCVSlFeXq4yUShqHrlcjl27dmHZsmXw8fHBli1b4OTkxHVZRI1RSCKkmaRSKTZt2oQ1a9bg/fffx7p165Sn4AoLC5Gamgp/f/8OMcBec0kkEjx8+FB5MK+oqIBUKoWxsTFMTU2V4cnExISCUxMkEonyfWt4DyUSCfh8vjJ0Nkz0/j3dpUuXMHfuXDx8+BAREREICAjguiSiASgkEfKc7ty5g4ULFyImJgarV6/GjBkzcO7cObi6usLR0ZHr8tQaY0x54H/04C+VSsHn88Hn8yEQCCAQCJSPeTxeu+5YLJfLUVNTg6qqKlRVVaG6ulr5WCqVQiAQNAqUFMSb79FTa0uXLsWSJUtgaGjIdVlEQ1BIIuQFnTlzBvPmzYOOjg5mz56NkJCQdn0wby0NwUksFqsEhOrqalRXV0NbW7tRaDIwMIChoaFyUuchCerr6yGVSiGRSJRTbW2tcj9ramqgo6PTZEA0NjamQPSCHj219uabb2Lz5s10ao08NwpJhLwEqVSKjRs3Ijw8HO+99x5Wr14NOzs7rstqNxQKhTI4Nfz30bAhlUoBAPr6+irBycDAAHp6etDV1YWOjo7KY11dXeWko6MDLS0t5QQAWlpaaPhaZIyBMQaFQgG5XA6ZTNZoevT5urq6RoFILpdDW1tbWZehoSF4PJ4yEAkEAhgaGlLAbkGJiYmYP38+KioqEBERgREjRnBdEtFQFJIIaQF37tzB559/juPHjyMkJARLly6Fubk512W1ewqFAnV1dSqhpCE8NRVoHp1ehLa2tkrAejRw6erqQk9PTyUMNUx6enoUgtpAamoqli1bhnPnzuHzzz/HokWL6NQaeSkUkghpQcnJyQgNDUVSUhI+//xzfPrppzAyMuK6LPKYhtahhrDU0GLU8PjxliUtLS3o6uqq9Wm9jiwvLw8rV67ETz/9hNmzZ2PZsmUvNFo+IY+j/+MJaUH9+vXDqVOncOzYMRw7dgzOzs7YuXMn6uvruS6NPEJLSws6OjowMDBQOQXG4/FgZGQEHo+ncupOX1+fApIaun//Pj799FO4u7tDR0cHGRkZ2LRpEwUk0mLo/3pCWoGvry8uXbqErVu3YtOmTejVqxeOHDkCargl5OWJxWKEhYWhe/fuyMvLw5UrV7B37166upS0OApJhLQSLS0tjBkzBjdv3sSSJUswf/58DBgwADExMRSWCHkBUqkUERER6N69O2JiYnDy5ElER0fDw8OD69JIO0V9kghpIzU1Ndi6dSvWrVuHHj16IDQ0FIGBgXQah5BnEIvF+Pbbb7Fx40Z06tQJ4eHhCAwMpM7wpNVRSCKkjYnFYuzcuRObNm2Cubk5li5dinHjxtGIyYQ8pqysDBEREdi6dStcXV0RGhqKkSNH0g8L0mYoJBHCEYlEgn379mH9+vWQy+VYsmQJpk2bBh6Px3VphHCqoKAAGzduxK5du/DGG28gNDQUQ4YMoZYj0uYojhPCEUNDQ8ycORMZGRn48ssvsXPnTjg5OWHdunWorKzkujxC2lxmZiamT58OZ2dn3L17F/Hx8Thz5gx8fX0pIBFOUEhqp8LCwmBlZQUtLS388ssvXJdDnkJXVxfjxo1DSkoKvvvuO/z6669wcHDA8uXLUVRUxHV5hLS6q1evYuzYsfD09ARjDCkpKfjpp5/g7e3NdWmkg6OQ1Eby8/OhpaWFlJSUVt9Weno6vvjiC+zcuRNFRUUYPnx4q2+zwe3bt+Hr6wsrKysYGhqiW7du+Oc//6kyTtD58+cxcOBAdOrUCTweD25ubti8efMz133nzh2MHDkSfD4fFhYW+OSTT1BXV6ecHxYWpnKLiYaJz+crl0lOTka/fv0gEAgQFBSEhw8fKufJZDJ4eXnhypUrLfRuPB8tLS0EBATg/Pnz+PXXX5GSkoKuXbtiwoQJuHjxIl0RR9oVqVSKAwcO4LXXXoOvry+sra2RmZmJ77//Hm5ublyXRwgAgHqKqpm6ujro6+u/1DpycnIAAKNGjXpiE3VLbKcpenp6mDx5Mry8vGBqaorr169jxowZUCgUCA8PBwDw+XyEhITA09MTfD4f58+fx6xZs8Dn8zFz5swm1yuXyxEQEABLS0ucP38eZWVlmDJlChhj2Lp1KwBg8eLFCA4OVnmdv78/BgwYoPz7448/hp+fHyIjI/Hxxx8jPDwcGzZsAAB89dVXGDRokMryXPHx8YGPjw+ys7Oxbds2DB8+HM7OzggJCcG4ceOo3xLRWPfu3cPOnTuxc+dOmJqaIiQkBFOmTIFQKOS6NEIaYx2AXC5na9euZd27d2f6+vrM3t6erV69Wjk/NTWV+fr6MkNDQ2Zubs5mzJjBxGKxcv7gwYPZp59+qrLOUaNGsSlTpij/dnR0ZGvWrGHTpk1jAoGA2dvbs507dyrnA1CZBg8ezBhjbMqUKWzUqFEsPDycWVtbM0dHR/bFF18wDw+PRvvh5eXFVqxY8dR9XbVqVaNtPWk7bWXBggVs0KBBT13mnXfeYZMmTXri/P/7v/9j2tra7N69e8rnDh06xAwMDFhFRUWTr0lJSWEA2Llz55TP8Xg8lp6ezhhjbPv27WzEiBGMMcZycnKYi4sLq6ysbPZ+tSWxWMx27NjBevXqxczMzNiCBQuU+0GIupPL5ezUqVPsnXfeYXp6eiwwMJCdOnWKyeVyrksj5Kk6xOm20NBQrFu3DitWrMCtW7dw8OBBWFlZAfh77Jp//OMfMDMzw5UrV3DkyBHExMQgJCTkubezceNGeHt7Izk5GXPmzMHs2bORkZEBALh8+TIAICYmBkVFRTh69KjydbGxsUhPT8fvv/+OEydO4KOPPsKtW7dUTvukpqYiOTkZU6dOfWoNixcvxp49ewAARUVFKn1aHt9OUxITE1XuTt7U1NAi1BzZ2dk4deoUBg8e/MRlkpOTcfHixacu88cff8DDwwM2NjbK54YNGwapVIpr1641+Zrdu3fD1dUVPj4+yuf69OmD33//HTKZDLGxsfD09AQABAcHY/369TA2Nm72vrUlgUCA4OBg3LhxA8ePH0dJSQn69u0LX19fREZGqpx2JERdlJSUYO3atXBxccGUKVPQs2dPZGZm4tdff8WwYcPoUn6i/rhOaa2tsrKSGRgYsF27djU5/9tvv2VmZmasqqpK+dxvv/3GtLW1WXFxMWOs+S1Jj7aEKBQK1rlzZ7Zjxw7GGGN5eXkMAEtOTlZZz5QpU5iVlRWTSqUqzw8fPpzNnj1b+ff8+fPZkCFDmrXPx44dY49/tE/azuNqampYVlbWU6eysrJn1vD6668zAwMDBoDNnDmzyV+Mtra2TF9fn2lra7N//etfT13fjBkz2FtvvdXoeX19fXbw4MFGz0skEmZmZsbWrVun8nxaWhp78803mYODAxs/fjyrqKhgP/zwAxs1ahQrKChgb7/9NuvevTtbvnz5M/eRa3/99RfbsGEDc3Z2Zp06dWJz5sxhFy5cYAqFguvSSAdWU1PDIiMj2ciRI5m+vj4bOnQoO3LkCKurq+O6NEKeW7vvk5Seng6pVAp/f/8nzu/Tp49K596BAwdCoVDg9u3byhan5mholQD+7oTbpUsX3L9//5mv6927d6P+QTNmzMBHH32ETZs2QUdHBwcOHMDGjRubXUtzt/M4Ho8HZ2fnl9oOAERGRkIsFuP69etYsmQJvvrqK3z22WcqyyQmJqKqqgpJSUlYunQpnJ2dMX78+Ceus6n+Vey/d2x/3NGjRyEWizF58mSV53v16oWEhATl32VlZQgLC8O5c+cwb948DBw4EEePHsWAAQPw6quvYuTIkc+7623GwsICixcvxsKFC3HhwgUcOHAAgYGBMDMzw4QJEzBx4kTqAEvahFwuR1xcHA4cOICff/4ZNjY2mDRpErZs2YJu3bpxXR4hL6zdh6RndXB90kEW+N9BWVtbu9GVRU3d1V1PT6/R6xUKxTNrfDSgNRg5ciQMDAxw7NgxGBgYQCqVYsyYMc9c1/Nu53GJiYnPvBpu2bJlWLZs2VOXsbe3BwC4u7tDLpdj5syZWLRoEXR0dJTLODk5Afg7vJWUlCAsLOyJIalLly64dOmSynMPHz5EfX19k0F29+7dCAwMRJcuXZ5a54IFCzB//nzY2dkhPj4eq1evBp/PR0BAAOLj49U6JDXQ1tZWdvT++uuvcfLkSRw4cAB9+/aFh4cHJk2ahHHjxj3zvSDkebD/Xqq/f/9+HDp0CAqFAuPHj0dcXBy8vLxoXCPSLrT7kOTi4gIej4fY2Fh8/PHHjea7u7vjhx9+QHV1tTJEXLhwAdra2nB1dQUAWFpaqvTtkcvlSEtLg6+vb7PraGjBkcvlzVpeV1cXU6ZMwZ49e2BgYIBx48bByMio2dt7Ud7e3s8cpsDc3Py51skYQ319/VMvYWeMQSqVPnH+66+/jjVr1qCoqAjW1tYAgDNnzsDAwAD9+/dXWTYvLw9xcXGIjo5+al2xsbHIyMjA3r17Afz92TSE36ZCsCYwMDDA6NGjMXr0aJSXl+Po0aPYv38/lixZAj8/P0ycOBGjR4+mK4nIC8vLy8OhQ4dw4MABiEQivPvuu9i7dy/8/Pzo1jqk/eHwVF+bCQsLY2ZmZuyHH35g2dnZ7I8//mC7d+9mjDFWXV3NrK2t2ZgxY9iNGzfY2bNnWbdu3VT6G33zzTfMyMiInThxgqWnp7OZM2cyoVDYqE/S5s2bVbbbp08ftmrVKsYYY/X19YzH47HVq1ez4uJiVl5ezhj731VnTcnMzGQ6OjpMR0eHJSUlNXt/n9Qn6UnbaUn79+9nkZGR7NatWywnJ4dFRUUxW1tbNnHiROUy//nPf1h0dDTLzMxkmZmZ7Pvvv2dCoVClH9DRo0dZjx49lH/LZDLm4eHB/P392Z9//sliYmKYnZ0dCwkJaVTDP//5T2ZjY8NkMtkT66ypqWE9evRQ6SM2fPhwNmPGDJaSksLs7OxYVFTUS74b6uPu3bts/fr1zNPTk+np6bG33nqLRUREsLy8PK5LI2pOLpezpKQktmzZMta7d2+mq6vLAgIC2MGDB1X6chLSHnWIkCSXy9nq1auZo6Mj09PTYw4ODiw8PFw5/1lDANTV1bHZs2czc3Nz1rlzZ/bll1822XH7aSGJMcZ27drF7O3tmba2dqMhAJ7Ex8eHubu7P9f+chmSDh8+zLy8vJhAIGB8Pp+5u7uz8PBwVltbq1wmIiKC9erVixkZGTGhUMj69evHtm/frtK5e8+ePY32QSQSsYCAAMbj8Zi5uTkLCQlhEolEZRm5XM7s7OzYsmXLnlrn0qVL2aJFi1Sey8rKYgMGDGBCoZAFBwe328uTc3Jy2JYtW5ifnx/T1dVlvXv3ZsuXL2eXLl1qt/tMnk91dTU7fvw4mz59OrOysmKmpqZswoQJ7PDhw8ofeIR0BHSDWzXGGIObmxtmzZqFhQsXcl0OaYfKy8tx6tQpREdH4+TJkzA0NERgYCCCgoLg7+/fJqd4iXooKirCiRMnEB0djZiYGNja2iIoKAhBQUEYOHBgoz6XhHQEFJLU1P379/Hjjz9i1apVuHv3LszMzLguibRz9fX1yluiREdHo7CwEIMGDcKQIUMwZMgQeHt7t8oo7YQb5eXlSExMRFxcHOLj45GamorXXnsNQUFBGDlyJNzc3KjzNenwKCSpKS0tLVhYWODrr7/GhAkTVOYJBIInvu7kyZMqgycS8iIYY8jIyMDZs2cRHx+P+Ph41NTUNApN1LqgORpCUcPnmZKSAldXV+Xn6efnB0tLS67LJEStUEjSQNnZ2U+cZ2trS/f1Ii1OoVAgPT1d2eqQkJCA2tpaDBw4UHmQ9fLygoGBAdelkv968OABLl68iPj4eMTFxSElJQUuLi7Kz2vw4MHKK0UJIU2jkEQIeW4KhQK3bt1StkokJCSgoqICHh4e6N+/P/r37w8vLy94enrC0NCQ63LbvbKyMvz555+4du2acsrLy4Orqyt8fX0pFBHygigkEUJeGmMM+fn5Kgfpa9euobKyEr169VIGp/79+8PT05NaO19CaWlpo/dZJBKhW7duKu+zl5fXc49pRghRRSGJENIqGGMQiUSNDujl5eVwdnaGq6tro8na2po6C+PvTvR5eXnIzMxsNN27dw/du3dvFIjo4g5CWh6FJEJIm2GM4e7du0hPT2908BeJRDAyMoKLi4tKcHJycoK1tTWsra3bzZAEjDGUl5ejsLAQhYWFyMnJUXkvcnNzoaurqwyTPXr0gKurK1xcXODh4QFTU1Oud4GQDoFCEiFELUgkkkZh4fbt2xCJRCguLoZMJoOJiYkyMFlbW8PGxkblbysrKwiFQggEAggEApV7Bba2uro6iMViVFVVoby8HMXFxSgsLERRUZFyevRvqVQKIyMj2NjYoHv37o1a1ezt7du0fkJIYxSSCCFqT6FQoLS0VCVwPB46ioqKUFJSgtraWuXreDwejI2NYWxsDIFAoPJYIBBAT08P2tra0NbWho6ODrS1tZU3pn58kkgkyhAkFotVHldVVaGurg7A38N3CIVClfD2pFBnbGxMpxcJUWMUkggh7YpcLkdVVZVKgGkq1IjFYsjlcigUCuV/G6aGwPTopK+vrwxZj4aux8OXkZERBR9C2gkKSYQQQgghTdDmugBCCCGEEHVEIYkQQgghpAkUkgghhBBCmkAhiRBCCCGkCRSSCCGEEEKaQCGJEEIIIaQJFJIIIYQQQppAIYkQQgghpAn/DzYcOgUUdbMKAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"categories= [\"share_known_gender\",\"share_of_women\",\"country_fr\"]\n",
"radar_chart(values=X_test_segment_mp.loc[0,categories].values.tolist(), categories= categories,\n",
" segment = \"1\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}